File size: 31,571 Bytes
5894b31
 
 
 
 
d5aded6
5894b31
 
 
 
d5aded6
5894b31
 
 
 
d5aded6
5894b31
 
d5aded6
5894b31
 
d5aded6
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5894b31
 
 
 
 
 
d5aded6
 
 
5894b31
 
d5aded6
5894b31
d5aded6
 
 
 
 
 
5894b31
 
 
d5aded6
 
 
 
5894b31
 
 
 
 
 
 
 
 
 
 
d5aded6
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5894b31
 
9c31d26
5894b31
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
8b58c3c
9e4b029
5894b31
 
 
9c31d26
5894b31
9c31d26
5894b31
9c31d26
5894b31
d5aded6
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5894b31
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
d5aded6
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5894b31
 
 
9e4b029
 
5894b31
9e4b029
 
5894b31
9e4b029
5894b31
8b58c3c
 
 
 
5894b31
 
 
 
 
 
 
8b58c3c
 
d5aded6
 
 
 
9c31d26
 
d5aded6
 
 
 
 
 
 
8b58c3c
9e4b029
d5aded6
 
9c31d26
 
d5aded6
 
 
 
 
5894b31
d5aded6
8b58c3c
 
d5aded6
5894b31
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
d5aded6
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
9e4b029
 
 
 
 
 
d5aded6
 
 
 
9e4b029
 
 
 
 
 
e50848d
9e4b029
 
e50848d
 
9e4b029
d5aded6
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5894b31
 
 
 
d5aded6
 
 
 
 
 
 
 
 
 
 
 
5894b31
 
 
d5aded6
5894b31
d5aded6
 
 
5894b31
d5aded6
 
5894b31
 
d5aded6
e50848d
 
5894b31
 
 
 
 
d5aded6
5894b31
 
 
 
 
 
 
 
 
 
d5aded6
 
5894b31
d5aded6
e50848d
 
5894b31
 
 
d5aded6
 
 
 
 
5894b31
 
d5aded6
 
5894b31
d5aded6
 
 
 
 
 
 
 
 
 
5894b31
9e4b029
d5aded6
e50848d
9e4b029
5894b31
 
 
d5aded6
 
 
 
 
 
 
 
 
 
 
e50848d
 
d5aded6
 
5894b31
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
# =============================================================================
# ───────────── IMPORTS ─────────────
# =============================================================================
import base64
import glob
import hashlib
import json
import os
import pandas as pd
import pytz
import random
import re
import shutil
import streamlit as st
import time
import traceback
import uuid
import zipfile
from PIL import Image
from azure.cosmos import CosmosClient, PartitionKey, exceptions
from datetime import datetime
from git import Repo
from github import Github
from gradio_client import Client
import tempfile
import io
import requests
import numpy as np
from urllib.parse import quote

# =============================================================================
# ───────────── EXTERNAL HELP LINKS ─────────────
# =============================================================================
external_links = [
    {"title": "CosmosDB GenAI Full Text Search", "url": "https://learn.microsoft.com/en-us/azure/cosmos-db/gen-ai/full-text-search", "emoji": "πŸ’»"},
    {"title": "CosmosDB SQL API Client Library", "url": "https://learn.microsoft.com/en-us/python/api/overview/azure/cosmos-readme?view=azure-python", "emoji": "πŸ’»"},
    {"title": "CosmosDB Index and Query Vectors", "url": "https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/how-to-python-vector-index-query", "emoji": "πŸ’»"},
    {"title": "CosmosDB NoSQL Materialized Views", "url": "https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/materialized-views", "emoji": "πŸ’»"},
    {"title": "LangChain Vector Store Guide", "url": "https://python.langchain.com/docs/integrations/vectorstores/azure_cosmos_db_no_sql/", "emoji": "πŸ’»"},
    {"title": "Vector Database Prompt Engineering RAG for Python", "url": "https://learn.microsoft.com/en-us/azure/cosmos-db/vector-database?source=recommendations", "emoji": "πŸ’»"},
    {"title": "MergeKit Official GitHub", "url": "https://github.com/arcee-ai/MergeKit", "emoji": "πŸ’»"},
    {"title": "MergeKit Sample Usage", "url": "https://github.com/arcee-ai/MergeKit#examples", "emoji": "πŸ“š"},
    {"title": "DistillKit Official GitHub", "url": "https://github.com/arcee-ai/DistillKit", "emoji": "πŸ’»"},
    {"title": "DistillKit Sample Usage", "url": "https://github.com/arcee-ai/DistillKit#usage", "emoji": "πŸ“š"},
    {"title": "arcee.ai Official Website", "url": "https://arcee.ai", "emoji": "🌐"},
]

# =============================================================================
# ───────────── APP CONFIGURATION ─────────────
# =============================================================================
Site_Name = 'πŸ™ GitCosmos'
title = "πŸ™ GitCosmos"
helpURL = 'https://huggingface.co/awacke1'
bugURL = 'https://huggingface.co/spaces/awacke1/AzureCosmosDBUI/'
icons = 'πŸ™πŸŒŒπŸ’«'
st.set_page_config(
    page_title=title,
    page_icon=icons,
    layout="wide",
    initial_sidebar_state="auto",
    menu_items={
        'Get Help': helpURL,
        'Report a bug': bugURL,
        'About': title
    }
)

ENDPOINT = "https://acae-afd.documents.azure.com:443/"
DATABASE_NAME = os.environ.get("COSMOS_DATABASE_NAME")
CONTAINER_NAME = os.environ.get("COSMOS_CONTAINER_NAME")
Key = os.environ.get("Key")
CosmosDBUrl = 'https://portal.azure.com/#@AaronCWackergmail.onmicrosoft.com/resource/subscriptions/003fba60-5b3f-48f4-ab36-3ed11bc40816/resourceGroups/datasets/providers/Microsoft.DocumentDB/databaseAccounts/acae-afd/dataExplorer'

# =============================================================================
# ───────────── HELPER FUNCTIONS ─────────────
# =============================================================================
def get_download_link(file_path):
    with open(file_path, "rb") as file:
        contents = file.read()
        b64 = base64.b64encode(contents).decode()
        file_name = os.path.basename(file_path)
        return f'<a href="data:file/txt;base64,{b64}" download="{file_name}">Download {file_name} πŸ“‚</a>'

def generate_unique_id():
    timestamp = datetime.utcnow().strftime('%Y%m%d%H%M%S%f')
    unique_uuid = str(uuid.uuid4())
    return f"{timestamp}-{unique_uuid}"

def generate_filename(prompt, file_type):
    central = pytz.timezone('US/Central')
    safe_date_time = datetime.now(central).strftime("%m%d_%H%M")
    safe_prompt = re.sub(r'\W+', '', prompt)[:90]
    return f"{safe_date_time}{safe_prompt}.{file_type}"

def create_file(filename, prompt, response, should_save=True):
    if should_save:
        with open(filename, 'w', encoding='utf-8') as file:
            file.write(prompt + "\n\n" + response)

def load_file(file_name):
    with open(file_name, "r", encoding='utf-8') as file:
        return file.read()

def create_zip_of_files(files):
    zip_name = "all_files.zip"
    with zipfile.ZipFile(zip_name, 'w') as zipf:
        for file in files:
            zipf.write(file)
    return zip_name

def preprocess_text(text):
    text = text.replace('\r\n', '\\n').replace('\r', '\\n').replace('\n', '\\n')
    text = text.replace('"', '\\"')
    text = re.sub(r'[\t]', ' ', text)
    text = re.sub(r'[^\x00-\x7F]+', '', text)
    return text.strip()

def sanitize_json_text(text):
    text = re.sub(r'[\x00-\x08\x0B\x0C\x0E-\x1F]', '', text)
    return text.strip()

# =============================================================================
# ───────────── COSMOS DB FUNCTIONS ─────────────
# =============================================================================
def get_databases(client):
    return [db['id'] for db in client.list_databases()]

def get_containers(database):
    return [container['id'] for container in database.list_containers()]

def get_documents(container, limit=None):
    query = "SELECT * FROM c ORDER BY c._ts DESC"
    items = list(container.query_items(query=query, enable_cross_partition_query=True, max_item_count=limit))
    return items

def insert_record(container, record):
    try:
        container.create_item(body=record)
        return True, "Inserted! πŸŽ‰"
    except exceptions.CosmosHttpResponseError as e:
        return False, f"HTTP error: {str(e)} 🚨"
    except Exception as e:
        return False, f"Error: {str(e)} 😱"

def update_record(container, updated_record):
    try:
        container.upsert_item(body=updated_record)
        return True, f"Updated {updated_record['id']} πŸ› οΈ"
    except exceptions.CosmosHttpResponseError as e:
        return False, f"HTTP error: {str(e)} 🚨"
    except Exception as e:
        return False, f"Error: {str(e)} 😱"

def delete_record(container, record):
    try:
        doc_id = record["id"]
        partition_key_value = record.get("pk", doc_id)
        st.write(f"Deleting {doc_id} with partition key {partition_key_value}")
        container.delete_item(item=doc_id, partition_key=partition_key_value)
        return True, f"Record {doc_id} deleted. πŸ—‘οΈ"
    except exceptions.CosmosResourceNotFoundError:
        return True, f"Record {doc_id} not found (already deleted). πŸ—‘οΈ"
    except exceptions.CosmosHttpResponseError as e:
        return False, f"HTTP error deleting {doc_id}: {str(e)} 🚨"
    except Exception as e:
        return False, f"Unexpected error deleting {doc_id}: {str(e)} 😱"

def save_to_cosmos_db(container, query, response1, response2):
    try:
        timestamp = datetime.utcnow().strftime('%Y%m%d%H%M%S%f')
        unique_uuid = str(uuid.uuid4())
        new_id = f"{timestamp}-{unique_uuid}"
        record = {
            "id": new_id,
            "pk": new_id,
            "name": new_id,
            "query": query,
            "response1": response1,
            "response2": response2,
            "timestamp": datetime.utcnow().isoformat(),
            "type": "ai_response",
            "version": "1.0"
        }
        container.create_item(body=record)
        st.success(f"Saved: {record['id']}")
    except Exception as e:
        st.error(f"Save error: {str(e)}")

def archive_current_container(database_name, container_name, client):
    try:
        base_dir = "./cosmos_archive"
        if os.path.exists(base_dir):
            shutil.rmtree(base_dir)
        os.makedirs(base_dir)
        db_client = client.get_database_client(database_name)
        container_client = db_client.get_container_client(container_name)
        items = list(container_client.read_all_items())
        container_dir = os.path.join(base_dir, container_name)
        os.makedirs(container_dir)
        for item in items:
            item_id = item.get('id', f"unknown_{datetime.now().strftime('%Y%m%d%H%M%S')}")
            with open(os.path.join(container_dir, f"{item_id}.json"), 'w') as f:
                json.dump(item, f, indent=2)
        archive_name = f"{container_name}_archive_{datetime.now().strftime('%Y%m%d%H%M%S')}"
        shutil.make_archive(archive_name, 'zip', base_dir)
        return get_download_link(f"{archive_name}.zip")
    except Exception as e:
        return f"Archive error: {str(e)} 😒"

def create_new_container(database, container_id, partition_key_path):
    try:
        container = database.create_container(
            id=container_id,
            partition_key=PartitionKey(path=partition_key_path)
        )
        return container
    except exceptions.CosmosResourceExistsError:
        return database.get_container_client(container_id)
    except exceptions.CosmosHttpResponseError as e:
        st.error(f"Error creating container: {str(e)}")
        return None

# =============================================================================
# ───────────── GITHUB FUNCTIONS ─────────────
# =============================================================================
def download_github_repo(url, local_path):
    if os.path.exists(local_path):
        shutil.rmtree(local_path)
    Repo.clone_from(url, local_path)

def create_zip_file(source_dir, output_filename):
    shutil.make_archive(output_filename, 'zip', source_dir)

def create_repo(g, repo_name):
    user = g.get_user()
    return user.create_repo(repo_name)

def push_to_github(local_path, repo, github_token):
    repo_url = f"https://{github_token}@github.com/{repo.full_name}.git"
    local_repo = Repo(local_path)
    if 'origin' in [remote.name for remote in local_repo.remotes]:
        origin = local_repo.remote('origin')
        origin.set_url(repo_url)
    else:
        origin = local_repo.create_remote('origin', repo_url)
    if not local_repo.heads:
        local_repo.git.checkout('-b', 'main')
        current_branch = 'main'
    else:
        current_branch = local_repo.active_branch.name
    local_repo.git.add(A=True)
    if local_repo.is_dirty():
        local_repo.git.commit('-m', 'Initial commit')
    origin.push(refspec=f'{current_branch}:{current_branch}')

# =============================================================================
# ───────────── FILE & MEDIA MANAGEMENT FUNCTIONS ─────────────
# =============================================================================
def display_file_viewer(file_path):
    content = load_file(file_path)
    if content:
        st.markdown("### πŸ“„ File Viewer")
        st.markdown(f"**{file_path}**")
        file_stats = os.stat(file_path)
        st.markdown(f"**Mod:** {datetime.fromtimestamp(file_stats.st_mtime).strftime('%Y-%m-%d %H:%M:%S')} | **Size:** {file_stats.st_size} bytes")
        st.markdown("---")
        st.markdown(content)
        st.download_button("⬇️", data=content, file_name=os.path.basename(file_path), mime="text/markdown")

def display_file_editor(file_path):
    if 'file_content' not in st.session_state:
        st.session_state.file_content = {}
    if file_path not in st.session_state.file_content:
        content = load_file(file_path)
        if content:
            st.session_state.file_content[file_path] = content
    st.markdown("### ✏️ Edit File")
    st.markdown(f"**Editing:** {file_path}")
    new_content = st.text_area("Edit:", value=st.session_state.file_content.get(file_path, ""), height=400, key=f"editor_{hash(file_path)}")
    col1, col2 = st.columns([1, 5])
    with col1:
        if st.button("πŸ’Ύ Save"):
            sanitized = sanitize_json_text(new_content)
            try:
                json.loads(sanitized)
                with open(file_path, 'w', encoding='utf-8') as file:
                    file.write(sanitized)
                st.session_state.file_content[file_path] = sanitized
                st.success("Saved! πŸŽ‰")
                time.sleep(1)
                st.rerun()
            except Exception as e:
                st.error(f"Save error: {str(e)}")
    with col2:
        st.download_button("⬇️", data=new_content, file_name=os.path.basename(file_path), mime="text/markdown")

def update_file_management_section():
    if 'file_view_mode' not in st.session_state:
        st.session_state.file_view_mode = None
    if 'current_file' not in st.session_state:
        st.session_state.current_file = None
    all_files = sorted(glob.glob("*.md"), reverse=True)
    st.sidebar.subheader("πŸ“ Files")
    if st.sidebar.button("πŸ—‘ Delete All"):
        for file in all_files:
            os.remove(file)
        st.session_state.file_content = {}
        st.session_state.current_file = None
        st.session_state.file_view_mode = None
        st.rerun()
    if st.sidebar.button("⬇️ Download All"):
        zip_file = create_zip_of_files(all_files)
        st.sidebar.markdown(get_download_link(zip_file), unsafe_allow_html=True)
    for file in all_files:
        col1, col2, col3, col4 = st.sidebar.columns([1, 3, 1, 1])
        with col1:
            if st.button("🌐", key=f"view_{file}"):
                st.session_state.current_file = file
                st.session_state.file_view_mode = 'view'
                st.rerun()
        with col2:
            st.markdown(get_download_link(file), unsafe_allow_html=True)
        with col3:
            if st.button("πŸ“‚", key=f"edit_{file}"):
                st.session_state.current_file = file
                st.session_state.file_view_mode = 'edit'
                st.rerun()
        with col4:
            if st.button("πŸ—‘", key=f"delete_{file}"):
                os.remove(file)
                if file in st.session_state.file_content:
                    del st.session_state.file_content[file]
                if st.session_state.current_file == file:
                    st.session_state.current_file = None
                    st.session_state.file_view_mode = None
                st.rerun()
    st.sidebar.subheader("External Help Links")
    for link in external_links:
        st.sidebar.markdown(f"{link['emoji']} [{link['title']}]({link['url']})", unsafe_allow_html=True)
    if st.session_state.current_file:
        if st.session_state.file_view_mode == 'view':
            display_file_viewer(st.session_state.current_file)
        elif st.session_state.file_view_mode == 'edit':
            display_file_editor(st.session_state.current_file)

# =============================================================================
# ───────────── UI FUNCTIONS ─────────────
# =============================================================================
def edit_all_documents(container, search_keyword=None):
    st.markdown("### πŸ“‘ All Documents" + (f" (Filtered: '{search_keyword}')" if search_keyword else ""))
    documents = get_documents(container)
    if search_keyword:
        documents = [doc for doc in documents if vector_keyword_search(search_keyword, doc)]
    if not documents:
        st.info("No documents match the current filter." if search_keyword else "No documents in this container.")
        return
    
    if 'saved_docs' not in st.session_state:
        st.session_state.saved_docs = {}
    
    for doc in documents:
        ts = doc.get("_ts", 0)
        dt = datetime.fromtimestamp(ts) if ts else datetime.now()
        formatted_ts = dt.strftime("%I:%M %p %m/%d/%Y")
        header = f"{doc.get('name', 'Unnamed')} - {formatted_ts}"
        with st.expander(header):
            doc_key = f"editor_{doc['id']}"
            initial_value = st.session_state.saved_docs.get(doc['id'], json.dumps(doc, indent=2))
            edited_content = st.text_area("Edit JSON", value=initial_value, height=300, key=doc_key)
            col_save, col_delete = st.columns(2)
            with col_save:
                if st.button("πŸ’Ύ Save", key=f"save_{doc['id']}"):
                    try:
                        cleaned_content = sanitize_json_text(edited_content)
                        updated_doc = json.loads(cleaned_content)
                        updated_doc['id'] = doc['id']
                        updated_doc['pk'] = doc.get('pk', doc['id'])
                        for field in ['_ts', '_rid', '_self', '_etag', '_attachments']:
                            updated_doc.pop(field, None)
                        success, message = update_record(container, updated_doc)
                        if success:
                            st.success(f"Saved {doc['id']}")
                            st.session_state.saved_docs[doc['id']] = json.dumps(updated_doc, indent=2)
                            st.rerun()
                        else:
                            st.error(message)
                    except json.JSONDecodeError as e:
                        st.error(f"Invalid JSON format: {str(e)}\nProblematic input:\n{cleaned_content}")
                    except Exception as e:
                        st.error(f"Save error: {str(e)}")
            with col_delete:
                if st.button("πŸ—‘οΈ Delete", key=f"delete_{doc['id']}"):
                    success, message = delete_record(container, doc)
                    if success:
                        st.success(message)
                        if doc['id'] in st.session_state.saved_docs:
                            del st.session_state.saved_docs[doc['id']]
                        st.rerun()
                    else:
                        st.error(message)

def new_item_default(container):
    new_id = generate_unique_id()
    default_doc = {
        "id": new_id,
        "pk": new_id,
        "name": "New Document",
        "content": "Start editing here...",
        "timestamp": datetime.now().isoformat(),
        "type": "sample"
    }
    success, message = insert_record(container, default_doc)
    if success:
        st.success("New document created! ✨")
        st.rerun()
    else:
        st.error(f"Error creating new item: {message}")

def add_field_to_doc():
    key = st.session_state.new_field_key
    value = st.session_state.new_field_value
    try:
        doc = json.loads(st.session_state.doc_editor)
        doc[key] = value
        st.session_state.doc_editor = json.dumps(doc, indent=2)
        container = st.session_state.current_container
        success, message = update_record(container, doc)
        if success:
            st.success(f"Added field {key} πŸ‘")
        else:
            st.error(message)
    except Exception as e:
        st.error(f"Error adding field: {str(e)}")

def new_ai_record(container):
    new_id = generate_unique_id()
    default_doc = {
        "id": new_id,
        "pk": new_id,
        "name": "AI Modality Record",
        "function_url": "https://example.com/function",
        "input_text": "### Input (markdown)\n\nType your input here.",
        "output_text": "### Output (markdown)\n\nResult will appear here.",
        "timestamp": datetime.now().isoformat(),
        "type": "ai_modality"
    }
    success, message = insert_record(container, default_doc)
    if success:
        st.success("New AI modality record created! πŸ’‘")
        st.rerun()
    else:
        st.error(f"Error creating AI record: {message}")

def new_links_record(container):
    new_id = generate_unique_id()
    links_md = "\n".join([f"- {link['emoji']} [{link['title']}]({link['url']})" for link in external_links])
    default_doc = {
        "id": new_id,
        "pk": new_id,
        "name": "Portal Links Record",
        "function_url": "",
        "input_text": links_md,
        "output_text": "",
        "timestamp": datetime.now().isoformat(),
        "type": "ai_modality"
    }
    success, message = insert_record(container, default_doc)
    if success:
        st.success("New Portal Links record created! πŸ”—")
        st.rerun()
    else:
        st.error(f"Error creating links record: {message}")

def vector_keyword_search(keyword, doc):
    keyword = keyword.lower()
    for key, value in doc.items():
        if isinstance(value, str) and keyword in value.lower():
            return True
    return False

def search_documents_ui(container):
    with st.sidebar.form("search_form"):
        keyword = st.text_input("Search Keyword", key="search_keyword")
        col1, col2 = st.columns(2)
        with col1:
            search_submitted = st.form_submit_button("πŸ” Search")
        with col2:
            clear_submitted = st.form_submit_button("πŸ—‘οΈ Clear")
        if search_submitted and keyword:
            st.session_state.active_search = keyword  # Use a separate key
            st.rerun()
        if clear_submitted:
            if 'active_search' in st.session_state:
                del st.session_state.active_search
            st.rerun()

def validate_and_preprocess_image(file_data, target_size=(576, 1024)):
    try:
        if isinstance(file_data, bytes):
            img = Image.open(io.BytesIO(file_data))
        elif hasattr(file_data, 'read'):
            if hasattr(file_data, 'seek'):
                file_data.seek(0)
            img = Image.open(file_data)
        else:
            raise ValueError(f"Unsupported input: {type(file_data)}")
        if img.mode != 'RGB':
            img = img.convert('RGB')
        aspect_ratio = img.size[0] / img.size[1]
        if aspect_ratio > target_size[0] / target_size[1]:
            new_width = target_size[0]
            new_height = int(new_width / aspect_ratio)
        else:
            new_height = target_size[1]
            new_width = int(new_height * aspect_ratio)
        new_width = (new_width // 2) * 2
        new_height = (new_height // 2) * 2
        resized_img = img.resize((new_width, new_height), Image.Resampling.LANCZOS)
        final_img = Image.new('RGB', target_size, (255, 255, 255))
        paste_x = (target_size[0] - new_width) // 2
        paste_y = (target_size[1] - new_height) // 2
        final_img.paste(resized_img, (paste_x, paste_y))
        return final_img
    except Exception as e:
        st.error(f"Image error: {str(e)}")
        return None

def add_video_generation_ui(container):
    st.markdown("### πŸŽ₯ Video Generation")
    col1, col2 = st.columns([2, 1])
    with col1:
        uploaded_file = st.file_uploader("Upload Image πŸ–ΌοΈ", type=['png', 'jpg', 'jpeg'])
    with col2:
        st.markdown("#### Parameters")
        motion = st.slider("🌊 Motion", 1, 255, 127)
        fps = st.slider("🎬 FPS", 1, 30, 6)
        with st.expander("Advanced"):
            use_custom = st.checkbox("Custom Seed")
            seed = st.number_input("Seed", value=int(time.time() * 1000)) if use_custom else None
    if uploaded_file:
        file_data = uploaded_file.read()
        preview1, preview2 = st.columns(2)
        with preview1:
            st.write("Original")
            st.image(Image.open(io.BytesIO(file_data)), use_column_width=True)
        with preview2:
            proc_img = validate_and_preprocess_image(io.BytesIO(file_data))
            if proc_img:
                st.write("Processed")
                st.image(proc_img, use_column_width=True)
            else:
                return
        if st.button("πŸŽ₯ Generate"):
            with st.spinner("Generating video..."):
                with tempfile.NamedTemporaryFile(suffix='.png', delete=False) as temp_file:
                    proc_img.save(temp_file.name, format='PNG')
                    try:
                        client = Client("awacke1/stable-video-diffusion", hf_token=os.environ.get("HUGGINGFACE_TOKEN"))
                        result = client.predict(
                            image=temp_file.name,
                            seed=seed if seed is not None else int(time.time() * 1000),
                            randomize_seed=seed is None,
                            motion_bucket_id=motion,
                            fps_id=fps,
                            api_name="/video"
                        )
                        video_path = result[0].get('video') if isinstance(result[0], dict) else None
                        if video_path and os.path.exists(video_path):
                            video_filename = f"generated_video_{datetime.now().strftime('%Y%m%d_%H%M%S')}.mp4"
                            shutil.copy(video_path, video_filename)
                            st.success(f"Video generated! πŸŽ‰")
                            st.video(video_filename)
                            if container:
                                video_record = {
                                    "id": generate_unique_id(),
                                    "pk": generate_unique_id(),
                                    "type": "generated_video",
                                    "filename": video_filename,
                                    "seed": seed if seed is not None else "random",
                                    "motion": motion,
                                    "fps": fps,
                                    "timestamp": datetime.now().isoformat()
                                }
                                success, message = insert_record(container, video_record)
                                if success:
                                    st.success("DB record saved!")
                                else:
                                    st.error(f"DB error: {message}")
                    except Exception as e:
                        st.error(f"Video gen error: {str(e)}")
                    finally:
                        os.unlink(temp_file.name)

# =============================================================================
# ───────────── MAIN FUNCTION ─────────────
# =============================================================================
def main():
    st.markdown("### πŸ™ GitCosmos - Cosmos & Git Hub")
    st.markdown(f"[πŸ”— Portal]({CosmosDBUrl})")
    
    if "chat_history" not in st.session_state:
        st.session_state.chat_history = []
    if "current_container" not in st.session_state:
        st.session_state.current_container = None
    if not Key:
        st.error("Missing Cosmos Key πŸ”‘βŒ")
        return
    st.session_state.primary_key = Key
    st.session_state.logged_in = True

    # Sidebar: Hierarchical Navigation
    st.sidebar.title("πŸ™ Navigator")
    
    # Databases Section
    st.sidebar.subheader("πŸ—ƒοΈ Databases")
    if "client" not in st.session_state:
        st.session_state.client = CosmosClient(ENDPOINT, credential=Key)
    databases = get_databases(st.session_state.client)
    selected_db = st.sidebar.selectbox("Select Database", databases, key="db_select")
    if selected_db != st.session_state.get("selected_database"):
        st.session_state.selected_database = selected_db
        st.session_state.selected_container = None
        st.session_state.current_container = None
        if 'active_search' in st.session_state:
            del st.session_state.active_search
        st.rerun()

    # Containers Section
    if st.session_state.selected_database:
        database = st.session_state.client.get_database_client(st.session_state.selected_database)
        st.sidebar.subheader("πŸ“ Containers")
        if st.sidebar.button("πŸ†• New Container"):
            with st.sidebar.form("new_container_form"):
                container_id = st.text_input("Container ID", "new-container")
                partition_key = st.text_input("Partition Key", "/pk")
                if st.form_submit_button("Create"):
                    container = create_new_container(database, container_id, partition_key)
                    if container:
                        st.success(f"Container '{container_id}' created!")
                        st.rerun()
        containers = get_containers(database)
        selected_container = st.sidebar.selectbox("Select Container", containers, key="container_select")
        if selected_container != st.session_state.get("selected_container"):
            st.session_state.selected_container = selected_container
            st.session_state.current_container = database.get_container_client(selected_container)
            if 'active_search' in st.session_state:
                del st.session_state.active_search
            st.rerun()

        # Actions Section
        st.sidebar.subheader("βš™οΈ Actions")
        if st.session_state.current_container:
            if st.sidebar.button("πŸ“¦ Export Container"):
                download_link = archive_current_container(st.session_state.selected_database, st.session_state.selected_container, st.session_state.client)
                st.sidebar.markdown(download_link, unsafe_allow_html=True) if download_link.startswith('<a') else st.sidebar.error(download_link)

        # Items Section
        st.sidebar.subheader("πŸ“‘ Items")
        if st.session_state.current_container:
            if st.sidebar.button("βž• New Item"):
                new_item_default(st.session_state.current_container)
            st.sidebar.text_input("New Field Key", key="new_field_key")
            st.sidebar.text_input("New Field Value", key="new_field_value")
            if st.sidebar.button("βž• Add Field") and "doc_editor" in st.session_state:
                add_field_to_doc()
            if st.sidebar.button("πŸ€– New AI Record"):
                new_ai_record(st.session_state.current_container)
            if st.sidebar.button("πŸ”— New Links Record"):
                new_links_record(st.session_state.current_container)
            search_documents_ui(st.session_state.current_container)

    # Central Area: Editable Documents with Search Filter
    if st.session_state.current_container:
        search_keyword = st.session_state.get('active_search', None)
        edit_all_documents(st.session_state.current_container, search_keyword)
    else:
        st.info("Select a database and container to view and edit documents.")

    # Additional Features
    update_file_management_section()
    add_video_generation_ui(st.session_state.current_container if st.session_state.current_container else None)

    # Logout
    if st.session_state.logged_in and st.sidebar.button("πŸšͺ Logout"):
        st.session_state.logged_in = False
        st.session_state.client = None
        st.session_state.selected_database = None
        st.session_state.selected_container = None
        st.session_state.current_container = None
        if 'active_search' in st.session_state:
            del st.session_state.active_search
        st.rerun()

if __name__ == "__main__":
    main()