Fixed conflict of merge

9 files changed, 254 insertions, 99 deletions

diff --git a/wqflask/wqflask/do_search.py b/wqflask/wqflask/do_search.py
index 1b1b56fb..7b3e0869 100644
--- a/wqflask/wqflask/do_search.py
+++ b/wqflask/wqflask/do_search.py
@@ -36,7 +36,7 @@ class DoSearch(object):
     def execute(self, query):
         """Executes query and returns results"""
         query = self.normalize_spaces(query)
-        print("in do_search query is:", pf(query))
+        #print("in do_search query is:", pf(query))
         results = g.db.execute(query, no_parameters=True).fetchall()
         #results = self.cursor.fetchall()
         return results
@@ -90,7 +90,7 @@ class QuickMrnaAssaySearch(DoSearch):
                     AGAINST ('%s' IN BOOLEAN MODE))
                             """ % (escape(self.search_term[0]))
 
-        print("final query is:", pf(query))
+        #print("final query is:", pf(query))
 
         return self.execute(query)
 
@@ -134,7 +134,7 @@ class MrnaAssaySearch(DoSearch):
                                     where_clause,
                                     escape(self.dataset.id)))        
 
-        print("query is:", pf(query))
+        #print("query is:", pf(query))
 
         return query
 
@@ -155,7 +155,7 @@ class MrnaAssaySearch(DoSearch):
                             """ % (escape(self.search_term[0]),
                             escape(str(self.dataset.id)))
 
-        print("final query is:", pf(query))
+        #print("final query is:", pf(query))
 
         return self.execute(query)
 
diff --git a/wqflask/wqflask/marker_regression/marker_regression.py b/wqflask/wqflask/marker_regression/marker_regression.py
index 6ae1318e..334ce631 100755
--- a/wqflask/wqflask/marker_regression/marker_regression.py
+++ b/wqflask/wqflask/marker_regression/marker_regression.py
@@ -78,8 +78,9 @@ class MarkerRegression(object):
             
             genotype_matrix = np.array(trimmed_genotype_data).T
             
-            print("pheno_vector is: ", pf(pheno_vector))
-            print("genotype_matrix is: ", pf(genotype_matrix))
+            print("pheno_vector: ", pf(pheno_vector))
+            print("genotype_matrix: ", pf(genotype_matrix))
+            print("genotype_matrix.shape: ", pf(genotype_matrix.shape))
             
             t_stats, p_values = lmm.run(
                 pheno_vector,
diff --git a/wqflask/wqflask/my_pylmm/pyLMM/lmm.py b/wqflask/wqflask/my_pylmm/pyLMM/lmm.py
index fc021a0b..5bfc3a01 100644
--- a/wqflask/wqflask/my_pylmm/pyLMM/lmm.py
+++ b/wqflask/wqflask/my_pylmm/pyLMM/lmm.py
@@ -58,6 +58,10 @@ def run_human(pheno_vector,
 
     identifier = str(uuid.uuid4())
     
+    print("pheno_vector: ", pf(pheno_vector))
+    print("kinship_matrix: ", pf(kinship_matrix))
+    print("kinship_matrix.shape: ", pf(kinship_matrix.shape))
+
     lmm_vars = pickle.dumps(dict(
         pheno_vector = pheno_vector,
         covariate_matrix = covariate_matrix,
@@ -70,12 +74,12 @@ def run_human(pheno_vector,
         pheno_vector = pheno_vector[keep]
         #print("pheno_vector shape is now: ", pf(pheno_vector.shape))
         covariate_matrix = covariate_matrix[keep,:]
-        print("kinship_matrix shape is: ", pf(kinship_matrix.shape))
+        #print("kinship_matrix shape is: ", pf(kinship_matrix.shape))
         #print("len(keep) is: ", pf(keep.shape))
         kinship_matrix = kinship_matrix[keep,:][:,keep]
 
     n = kinship_matrix.shape[0]
-    print("n is:", n)
+    #print("n is:", n)
     lmm_ob = LMM(pheno_vector,
                 kinship_matrix,
                 covariate_matrix)
@@ -86,7 +90,7 @@ def run_human(pheno_vector,
     p_values = []
     t_stats = []
 
-    print("input_file: ", plink_input_file)
+    #print("input_file: ", plink_input_file)
 
     with Bench("Opening and loading pickle file"):
         with gzip.open(plink_input_file, "rb") as input_file:
@@ -103,6 +107,8 @@ def run_human(pheno_vector,
 
         with Bench("Create list of inputs"):
             inputs = list(plink_input)
+            
+        print("len(genotypes): ", len(inputs))
 
         with Bench("Divide into chunks"):
             results = chunks.divide_into_chunks(inputs, 64)
@@ -116,7 +122,7 @@ def run_human(pheno_vector,
         
         timestamp = datetime.datetime.utcnow().isoformat()
 
-        print("Starting adding loop")
+        #print("Starting adding loop")
         for part, result in enumerate(results):
             #data = pickle.dumps(result, pickle.HIGHEST_PROTOCOL)
             holder = pickle.dumps(dict(
@@ -126,10 +132,10 @@ def run_human(pheno_vector,
                 result = result
             ), pickle.HIGHEST_PROTOCOL)
             
-            print("Adding:", part)
+            #print("Adding:", part)
             Redis.rpush(key, zlib.compress(holder))
-        print("End adding loop")
-        print("***** Added to {} queue *****".format(key))
+        #print("End adding loop")
+        #print("***** Added to {} queue *****".format(key))
         for snp, this_id in plink_input:
             #with Bench("part before association"):
             if count > 2000:
@@ -157,6 +163,10 @@ def run_human(pheno_vector,
     return p_values, t_stats
 
 
+#class HumanAssociation(object):
+#    def __init__(self):
+#        
+
 def human_association(snp,
                       n,
                       keep,
@@ -233,6 +243,8 @@ def run(pheno_vector,
     with Bench("LMM_ob fitting"):
         lmm_ob.fit()
 
+    print("genotype_matrix: ", genotype_matrix.shape)
+
     with Bench("Doing GWAS"):
         t_stats, p_values = GWAS(pheno_vector,
                                 genotype_matrix,
diff --git a/wqflask/wqflask/search_results.py b/wqflask/wqflask/search_results.py
index 5f3c036f..63aa481e 100644
--- a/wqflask/wqflask/search_results.py
+++ b/wqflask/wqflask/search_results.py
@@ -73,8 +73,8 @@ class SearchResultPage(object):
             self.quick = True
             self.search_terms = kw['q']
             print("self.search_terms is: ", self.search_terms)
+            self.trait_type = kw['trait_type']
             self.quick_search()
-            self.get_group_species_tree()
         else:
             self.results = []
             #self.quick_search = False
@@ -124,7 +124,6 @@ class SearchResultPage(object):
                     FROM QuickSearch
                     WHERE MATCH (terms)
                           AGAINST ('{}' IN BOOLEAN MODE) """.format(search_terms)
-        #print("query is: ", query)
         
         with Bench("Doing QuickSearch Query: "):
             dbresults = g.db.execute(query, no_parameters=True).fetchall()
@@ -137,22 +136,33 @@ class SearchResultPage(object):
                    'GenoXRef': 'genotype'}
         
         self.species_groups = {}
+        
         for dbresult in dbresults:
             this_result = {}
             this_result['table_name'] = dbresult.table_name
-            this_result['key'] = dbresult.the_key
-            this_result['result_fields'] = json.loads(dbresult.result_fields)
-            this_species = this_result['result_fields']['species']
-            this_group = this_result['result_fields']['group_name']
-            if type_dict[dbresult.table_name] not in self.species_groups:
-                self.species_groups[type_dict[dbresult.table_name]] = {}
-            if this_species not in self.species_groups[type_dict[dbresult.table_name]]:
-                self.species_groups[type_dict[dbresult.table_name]][this_species] = collections.defaultdict(list)
-            if this_group not in self.species_groups[type_dict[dbresult.table_name]][this_species]:
-                self.species_groups[type_dict[dbresult.table_name]][this_species].append(this_group)
-            self.results[type_dict[dbresult.table_name]].append(this_result)
+            if self.trait_type == type_dict[dbresult.table_name] or self.trait_type == 'all':
+                this_result['key'] = dbresult.the_key
+                this_result['result_fields'] = json.loads(dbresult.result_fields)
+                this_species = this_result['result_fields']['species']
+                this_group = this_result['result_fields']['group_name']
+                if this_species not in self.species_groups:
+                    self.species_groups[this_species] = {}
+                if type_dict[dbresult.table_name] not in self.species_groups[this_species]:
+                    self.species_groups[this_species][type_dict[dbresult.table_name]] = []
+                if this_group not in self.species_groups[this_species][type_dict[dbresult.table_name]]:
+                    self.species_groups[this_species][type_dict[dbresult.table_name]].append(this_group)
+                #if type_dict[dbresult.table_name] not in self.species_groups:
+                #    self.species_groups[type_dict[dbresult.table_name]] = {}
+                #if this_species not in self.species_groups[type_dict[dbresult.table_name]]:
+                #    self.species_groups[type_dict[dbresult.table_name]][this_species] = []
+                #if this_group not in self.species_groups[type_dict[dbresult.table_name]][this_species]:
+                #    self.species_groups[type_dict[dbresult.table_name]][this_species].append(this_group)
+                self.results[type_dict[dbresult.table_name]].append(this_result)
             
-        #print("results: ", pf(self.results['phenotype']))
+        import redis
+        Redis = redis.Redis()
+        
+        
         
     #def get_group_species_tree(self):
     #    self.species_groups = collections.default_dict(list)
diff --git a/wqflask/wqflask/templates/all_results.html b/wqflask/wqflask/templates/all_results.html
new file mode 100644
index 00000000..a42e42d8
--- /dev/null
+++ b/wqflask/wqflask/templates/all_results.html
@@ -0,0 +1,134 @@
+            <ul class="nav nav-tabs">

+                {% for species in species_groups %}

+                <li> <a href="#tab{{ loop.index }}" data-toggle="tab">{{ species }}</a></li>

+                {% endfor %}

+            </ul>

+            <div class="tab-content">

+                {% for species in species_groups %}

+                <div class="tab-pane active" id="tab{{ loop.index }}">

+                    <div class="tabbable tabs-left">

+                        <ul class="nav nav-tabs">

+                            {% if species_groups[species]['phenotype'] %}

+                            <li class="active"> <a href="#tab{{ loop.index }}_1" data-toggle="tab">Phenotype</a></li>

+                            {% endif %}

+                            {% if species_groups[species]['mrna_assay'] %}

+                            <li> <a href="#tab{{ loop.index }}_2" data-toggle="tab">mRNA Assay</a></li>

+                            {% endif %}

+                            {% if species_groups[species]['genotype'] %}

+                            <li> <a href="#tab{{ loop.index }}_3" data-toggle="tab">Genotype</a></li>

+                            {% endif %}

+                        </ul>

+                        <div class="tab-content">

+                            {% if species_groups[species]['phenotype'] %}

+                            <div class="tab-pane active" id="tab{{ loop.index }}_1">

+                                <table id="pheno_results" class="table table-hover table-striped table-bordered">

+                                    <thead>

+                                        <tr>

+                                        <th>Id</th>

+                                        <th>Species</th>

+                                        <th>Group</th>

+                                        <th>Description</th>

+                                        <th>LRS</th>

+                                        <th>Year</th>

+                                        <th>Authors</th>

+                                        </tr>

+                                    </thead>

+                                    <tbody>

+                                        {% for result in results.phenotype %}

+                                        {% if result.result_fields['species'] == species %}

+                                        <tr>

+                                            <td>{{ result.result_fields['phenotype_id'] }}</td>

+                                            <td>{{ result.result_fields['species'] }}</td>

+                                            <td>{{ result.result_fields['group_name'] }}</td>

+                                            <td>{{ result.result_fields['description'] }}</td>

+                                            <td>{{ result.result_fields['lrs'] }}</td>

+                                            <td>

+                                                <a href="http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?cmd=Retrieve&db=PubMed&list_uids={{ result.result_fields['pubmed_id'] }}&dopt=Abstract">

+                                                    {{ result.result_fields['year'] }}

+                                                </a>

+                                            </td>

+                                            <td>{{ result.result_fields['authors'] }}</td>

+                                        </tr>

+                                        {% endif %}

+                                        {% endfor %}

+                                    </tbody>

+                                </table>

+                            </div>

+                            {% endif %}

+                            {% if species_groups[species]['mrna_assay'] %}

+                            <div class="tab-pane" id="tab{{ loop.index }}_2">

+                                <table id="mrna_assay_results" class="table table-hover table-striped table-bordered">

+                                    <thead>

+                                        <tr>

+                                        <th>Record ID</th>

+                                        <th>Species</th>

+                                        <th>Group</th>

+                                        <th>Data Set</th>

+                                        <th>Symbol</th>

+                                        <th>Description</th>

+                                        <th>Location</th>

+                                        <th>Mean Expr</th>

+                                        <th>Max LRS</th>

+                                        </tr>

+                                    </thead>

+                                    <tbody>

+                                        {% for result in results.mrna_assay %}

+                                        {% if result.result_fields['species'] == species %}

+                                        <tr>

+                                            <td>

+                                                <a href="http://gn2python.genenetwork.org/show_trait?trait_id={{ result.result_fields['name'] }}&dataset={{ result.result_fields['dataset'] }}"

+                                                   {{ result.result_fields['name'] }}

+                                                </a>

+                                            </td>

+                                            <td>{{ result.result_fields['species'] }}</td>

+                                            <td>{{ result.result_fields['group_name'] }}</td>

+                                            <td>{{ result.result_fields['dataset_name'] }}</td>

+                                            <td>{{ result.result_fields['symbol'] }}</td>

+                                            <td>{{ result.result_fields['description'] }}</td>

+                                            <td>{{ result.result_fields['chr'] }} : {{ result['mb'] }}</td>

+                                            <td>{{ result.result_fields['mean'] }}</td>

+                                            <td>{{ result.result_fields['lrs'] }}</td>

+                                        </tr>

+                                        {% endif %}

+                                        {% endfor %}

+                                    </tbody>

+                                </table>       

+                            </div>

+                            {% endif %}

+                            {% if species_groups[species]['genotype'] %}

+                            <div class="tab-pane" id="tab{{ loop.index }}_3">

+                                <table id="geno_results" class="table table-hover table-striped table-bordered">

+                                    <thead>

+                                        <tr>

+                                        <th>Marker</th>

+                                        <th>Species</th>

+                                        <th>Group</th>

+                                        <th>Data Set</th>

+                                        <th>Location</th>

+                                        </tr>

+                                    </thead>

+                                    <tbody>

+                                        {% for result in results.genotype %}

+                                        {% if result.result_fields['species'] == species %}

+                                        <tr>

+                                            <td>

+                                                <a href="http://gn2python.genenetwork.org/show_trait?trait_id={{ result.result_fields['marker_name'] }}&dataset={{ result.result_fields['dataset'] }}">

+                                                    {{ result.result_fields['marker_name'] }}

+                                                </a>

+                                            </td>

+                                            <td>{{ result.result_fields['species'] }}</td>

+                                            <td>{{ result.result_fields['group_name'] }}</td>

+                                            <td>{{ result.result_fields['dataset_name'] }}</td>

+                                            <td>{{ result.result_fields['chr'] }} : {{ result.result_fields['mb'] }}</td>

+                                        </tr>

+                                        {% endif %}

+                                        {% endfor %}

+                                    </tbody>

+                                </table>   

+                            </div>

+                            {% endif %}

+                        </div>

+                    </div>

+                </div>

+                {% endfor %}

+            </div>
\ No newline at end of file
diff --git a/wqflask/wqflask/templates/index_page.html b/wqflask/wqflask/templates/index_page.html
index 5c88c923..7ab4cd3f 100644
--- a/wqflask/wqflask/templates/index_page.html
+++ b/wqflask/wqflask/templates/index_page.html
@@ -32,7 +32,14 @@
                     </div>
                     <form method="get" action="/search"  name="SEARCHFORM">
                         <fieldset>
-                            <label for="quick">Search:</label>
+                            <div class="input-prepend">
+                                <select id="trait_type" name="trait_type" class="span2">
+                                    <option value="all">All</option>
+                                    <option value="mrna_assay">Molecular Assays</option>
+                                    <option value="phenotype">Phenotypes</option>
+                                    <option value="genotype">Genotypes</option>
+                                </select>
+                            </div>
                             <div class="input-append">
                                 <input class="input-xlarge"
                                     id="quick" name="q"
@@ -42,7 +49,6 @@
                                     class="btn btn-primary" value="Search">
                             </div>
                         </fieldset>
-
                     </form>
                 </section>
                 <section id="search">
diff --git a/wqflask/wqflask/templates/quick_search.html b/wqflask/wqflask/templates/quick_search.html
index 9d5b0c74..b0e38708 100644
--- a/wqflask/wqflask/templates/quick_search.html
+++ b/wqflask/wqflask/templates/quick_search.html
@@ -25,33 +25,36 @@
             </li>
             {% endif %}
         </ul>
-        
-        <p>To study a record, click on its ID below.<br />
-        Check records below and click Add button to add to selection.</p>
+
 
         <div class="tabbable"> <!-- Only required for left/right tabs -->
+            {% if trait_type == 'all' %}
+                {% include 'all_results.html' %}
+            {% else %}
             <ul class="nav nav-tabs">
-                {% if results.phenotype %}
-                <li class="active"> <a href="#tab1" data-toggle="tab">Phenotype</a></li>
-                {% endif %}
-                {% if results.mrna_assay %}
-                <li>                <a href="#tab2" data-toggle="tab">mRNA Assay</a></li>
-                {% endif %}
-                {% if results.genotype %}
-                <li>                <a href="#tab3" data-toggle="tab">Genotype</a></li>
-                {% endif %}
+                {% for species in species_groups %}
+                <li> <a href="#tab{{ loop.index }}" data-toggle="tab">{{ species }}</a></li>
+                {% endfor %}
             </ul>
             <div class="tab-content">
-                <div class="tab-pane active" id="tab1">
-                    <div class="tabbable tabs-left">
+                {% for species in species_groups %}
+                <div class="tab-pane active" id="tab{{ loop.index }}">
+                    <div>
+                        {#
                         <ul class="nav nav-tabs">
-                            {% for species in species_groups.phenotype %}
-                            <li> <a href="#tab1_{{ loop.index }}" data-toggle="tab">{{ species }}</a></li>
-                            {% endfor %}
+                            {% if species_groups[species]['phenotype'] %}
+                            <li class="active"> <a href="#tab{{ loop.index }}_1" data-toggle="tab">Phenotype</a></li>
+                            {% endif %}
+                            {% if species_groups[species]['mrna_assay'] %}
+                            <li> <a href="#tab{{ loop.index }}_2" data-toggle="tab">mRNA Assay</a></li>
+                            {% endif %}
+                            {% if species_groups[species]['genotype'] %}
+                            <li> <a href="#tab{{ loop.index }}_3" data-toggle="tab">Genotype</a></li>
+                            {% endif %}
                         </ul>
-                        <div class="tab-content">
-                            {% for species in species_groups.phenotype %}
-                            <div class="tab-pane active" id="tab{{ loop.index }}">
+                        #}
+                        <div>
+                            {% if trait_type == 'phenotype' and species_groups[species]['phenotype'] %}
                                 <table id="pheno_results" class="table table-hover table-striped table-bordered">
                                     <thead>
                                         <tr>
@@ -84,21 +87,8 @@
                                         {% endfor %}
                                     </tbody>
                                 </table>
-                            </div>
-                            {% endfor %}
-                        </div>
-                    </div>
-                </div>
-                <div class="tab-pane active" id="tab2">
-                    <div class="tabbable tabs-left">
-                        <ul class="nav nav-tabs">
-                            {% for species in species_groups.mrna_assay %}
-                            <li> <a href="#tab2_{{ loop.index }}" data-toggle="tab">{{ species }}</a></li>
-                            {% endfor %}
-                        </ul>
-                        <div class="tab-content">
-                            {% for species in species_groups.mrna_assay %}
-                            <div class="tab-pane active" id="tab{{ loop.index }}">
+                            {% endif %}
+                            {% if trait_type == 'mrna_assay' and species_groups[species]['mrna_assay'] %}
                                 <table id="mrna_assay_results" class="table table-hover table-striped table-bordered">
                                     <thead>
                                         <tr>
@@ -134,22 +124,9 @@
                                         {% endif %}
                                         {% endfor %}
                                     </tbody>
-                                </table>       
-                            </div>
-                            {% endfor %}
-                        </div>
-                    </div>
-                </div>
-                <div class="tab-pane active" id="tab3">
-                    <div class="tabbable tabs-left">
-                        <ul class="nav nav-tabs">
-                            {% for species in species_groups.genotype %}
-                            <li> <a href="#tab3_{{ loop.index }}" data-toggle="tab">{{ species }}</a></li>
-                            {% endfor %}
-                        </ul>
-                        <div class="tab-content">
-                            {% for species in species_groups.genotype %}
-                            <div class="tab-pane active" id="tab{{ loop.index }}">
+                                </table>
+                            {% endif %}
+                            {% if trait_type == 'genotype' and species_groups[species]['genotype'] %}
                                 <table id="geno_results" class="table table-hover table-striped table-bordered">
                                     <thead>
                                         <tr>
@@ -177,16 +154,21 @@
                                         {% endif %}
                                         {% endfor %}
                                     </tbody>
-                                </table>   
-                            </div>
-                            {% endfor %}
+                                </table>
+                            {% endif %}
                         </div>
                     </div>
                 </div>
+                {% endfor %}
             </div>
+            {% endif %}
         </div>
     </div>
-    
+
+<!-- End of body -->
+
+{% endblock %}
+
                 {#
                     <table id="pheno_results" class="table table-hover table-striped table-bordered">
                         <thead>
@@ -285,9 +267,6 @@
                 </div>
                 #}
 
-<!-- End of body -->
-
-{% endblock %}
 
 {% block js %}  
     <script language="javascript" type="text/javascript" src="/static/new/packages/DataTables/js/jquery.js"></script>
@@ -324,3 +303,4 @@
         });
     </script>
 {% endblock %}
+
diff --git a/wqflask/wqflask/templates/show_trait_details.html b/wqflask/wqflask/templates/show_trait_details.html
index c3abfc9f..b57c3c21 100644
--- a/wqflask/wqflask/templates/show_trait_details.html
+++ b/wqflask/wqflask/templates/show_trait_details.html
@@ -19,11 +19,11 @@
             BLAT Specifity
         </a>
     </dt>
-    <dd>{{ "%.1f" % (this_trait.probe_set_specificity) }}</dd>
+    <dd>{{ "%s" % (this_trait.probe_set_specificity) }}</dd>
     {% endif %}
     {% if this_trait.probe_set_blat_score %}
     <dt>BLAT Score</dt>
-    <dd>{{ "%i" % (this_trait.probe_set_blat_score) }}</dd>
+    <dd>{{ "%s" % (this_trait.probe_set_blat_score) }}</dd>
     {% endif %}
 </dl>
 
diff --git a/wqflask/wqflask/views.py b/wqflask/wqflask/views.py
index f92042bd..ffcb0b97 100644
--- a/wqflask/wqflask/views.py
+++ b/wqflask/wqflask/views.py
@@ -81,17 +81,28 @@ def search_page():
         else:
             return render_template("data_sharing.html", **template_vars.__dict__)
     else:
-        print("calling search_results.SearchResultPage")
-        the_search = search_results.SearchResultPage(request.args)
-        print("template_vars is:", pf(the_search.__dict__))
-        #print("trait_list is:", pf(the_search.__dict__['trait_list'][0].__dict__))
-        #for trait in the_search.trait_list:
-        #    print(" -", trait.description_display)
-
-        if the_search.quick:
-            return render_template("quick_search.html", **the_search.__dict__)
+        key = "search_results:v2:" + json.dumps(request.args, sort_keys=True)
+        print("key is:", pf(key))
+        with Bench("Loading cache"):
+            result = Redis.get(key)
+            
+        if result:
+            print("Cache hit!!!")
+            with Bench("Loading results"):
+                result = pickle.loads(result)
         else:
-            return render_template("search_result_page.html", **the_search.__dict__)
+            print("calling search_results.SearchResultPage")
+            the_search = search_results.SearchResultPage(request.args)
+            result = the_search.__dict__
+            
+            print("result: ", pf(result))
+            Redis.set(key, pickle.dumps(result))
+            Redis.expire(key, 60*60)
+
+        if result['quick']:
+            return render_template("quick_search.html", **result)
+        else:
+            return render_template("search_result_page.html", **result)
 
 
 @app.route("/whats_new")
@@ -179,6 +190,7 @@ def marker_regression_page():
 
     version = "v14"
     key = "marker_regression:{}:".format(version) + json.dumps(start_vars, sort_keys=True)
+    print("key is:", pf(key))
     with Bench("Loading cache"):
         result = Redis.get(key)