start building out specific job-candidate match functionality

main.py

@@ -143,8 +143,9 @@ def get_matches(request: Request):
 @app.post('/find-my-match/', response_class=HTMLResponse)
 async def post_matches(request: Request, bt: BackgroundTasks, resume: UploadFile = File(...)):
     
+    username = localStorage.getItem('username')
+
     def add_data_to_db(resume):
-        username = localStorage.getItem('username')
         db = pd.read_csv('static/res_embeddings.csv')
         embeds = format(coSkillEmbed(resume)).replace('[[','').replace(']]','').split(',')
         db.iloc[db['username']== username,5:] = embeds
@@ -159,8 +160,9 @@ async def post_matches(request: Request, bt: BackgroundTasks, resume: UploadFile
     simResults = await sim_result_loop(resume)
     links = get_links(simResults[0])
 
-    bt.add_task(add_data_to_db, resume)
-    bt.add_task(get_jobs_from_db, resume)
+    if username is not None:
+        bt.add_task(add_data_to_db, resume)
+        bt.add_task(get_jobs_from_db, resume)
 
     return templates.TemplateResponse('find_my_match.html', context={'request': request, 'resume': resume, 'skills': skills, 'simResults': simResults[0], 'links': links})
 
@@ -178,8 +180,9 @@ def get_hires(request: Request):
 @app.post('/find-my-hire/', response_class=HTMLResponse)
 async def post_matches(request: Request, bt: BackgroundTasks, jobdesc: UploadFile = File(...)):
 
+    username = localStorage.getItem('username')
+
     def add_data_to_db(jobdesc):
-        username = localStorage.getItem('username')
         db = pd.read_csv('static/jd_embeddings.csv')
         embeds = format(coSkillEmbed(jobdesc)).replace('[[','').replace(']]','').split(',')
         db.iloc[db['username']== username,5:] = embeds
@@ -194,8 +197,9 @@ async def post_matches(request: Request, bt: BackgroundTasks, jobdesc: UploadFil
     simResults = await sim_result_loop(jobdesc)
     links = get_links(simResults[0])
 
-    bt.add_task(add_data_to_db, jobdesc)
-    bt.add_task(get_cand_from_db, jobdesc)
+    if username is not None:
+        bt.add_task(add_data_to_db, jobdesc)
+        bt.add_task(get_cand_from_db, jobdesc)
 
     return templates.TemplateResponse('candidate_matcher.html', context={'request': request, 'jobdesc': jobdesc, 'skills': skills, 'simResults': simResults[0], 'links': links})
 

match_utils.py

@@ -73,8 +73,13 @@ def coSkillEmbed(text):
     except CohereError as e:
         return e
 
-async def sim_result_loop(resume):
-    embeds = coSkillEmbed(resume)
+async def sim_result_loop(skilltext):
+    if type(skilltext) == str:
+        skills = skilltext
+    if type(skilltext) == dict:
+        skills = [key for key, value in skilltext.items() if value == "Skill"]
+        skills = str(skills).replace("'", "").replace(",", "")
+    embeds = coSkillEmbed(skills)
     def cosine(A, B):
         return np.dot(A,B)/(norm(A)*norm(B))
     def format_sim(sim):
@@ -89,6 +94,10 @@ async def sim_result_loop(resume):
     simResults = simResults.iloc[:13,:]
     simResults = simResults.iloc[1:,:]
     simResults.reset_index(drop=True, inplace=True)
+    if simResults['Similarity'].min() < 0.5:
+        simResults['Similarity'] = simResults['Similarity'] + (0.5 - simResults['Similarity'].min())
+        if simResults['Similarity'].max() > 1.0:
+            simResults['Similarity'] = simResults['Similarity'] - (simResults['Similarity'].max() - 1.0)
     for x in range(len(simResults)):
         simResults.iloc[x,1] = format_sim(simResults.iloc[x,1])
     return simResults, embeds