From b8fea7cf6c156c42f0090de4329749b0ead9815d Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Thu, 29 May 2025 14:52:25 +0300 Subject: [PATCH 01/41] cli runner for kunji benchmark --- backend/app/api/routes/threads.py | 11 +- backend/app/cli/__init__.py | 0 backend/app/cli/bench/__init__.py | 0 backend/app/cli/bench/commands.py | 161 + .../bench/data/glific_kunji_test_queries.csv | 3079 +++++++++++++++++ backend/app/cli/main.py | 16 + backend/pyproject.toml | 25 +- 7 files changed, 3280 insertions(+), 12 deletions(-) create mode 100644 backend/app/cli/__init__.py create mode 100644 backend/app/cli/bench/__init__.py create mode 100644 backend/app/cli/bench/commands.py create mode 100644 backend/app/cli/bench/data/glific_kunji_test_queries.csv create mode 100644 backend/app/cli/main.py diff --git a/backend/app/api/routes/threads.py b/backend/app/api/routes/threads.py index cc5ded31..1c534a6c 100644 --- a/backend/app/api/routes/threads.py +++ b/backend/app/api/routes/threads.py @@ -288,7 +288,7 @@ async def threads_sync( session=_session, org_id=_current_user.organization_id, provider="openai", - project_id=_current_user.project_id, + project_id=request.get("project_id"), ) if not credentials or "api_key" not in credentials: return APIResponse.failure_response( @@ -321,6 +321,15 @@ async def threads_sync( message = process_message_content( message_content, request.get("remove_citation", False) ) + + cost_info = { + "prompt_tokens": run.usage.prompt_tokens, + "completion_tokens": run.usage.completion_tokens, + "total_tokens": run.usage.total_tokens, + "model": run.model + } + request = { **request, **cost_info } + return create_success_response(request, message) else: return APIResponse.failure_response( diff --git a/backend/app/cli/__init__.py b/backend/app/cli/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/backend/app/cli/bench/__init__.py b/backend/app/cli/bench/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/backend/app/cli/bench/commands.py b/backend/app/cli/bench/commands.py new file mode 100644 index 00000000..f0b53d3a --- /dev/null +++ b/backend/app/cli/bench/commands.py @@ -0,0 +1,161 @@ +import os +import csv +import logging +import time +from datetime import datetime +from typing import List +from dataclasses import dataclass +from concurrent.futures import ThreadPoolExecutor, as_completed + +import requests +import typer +from tqdm import tqdm + +logging.basicConfig( + level=logging.INFO, format="%(asctime)s %(levelname)s %(name)s - %(message)s" +) + +cli = typer.Typer(help=__doc__) + +HEADERS = { + "accept": "application/json", + "X-API-KEY": "ApiKey No3x47A5qoIGhm0kVKjQ77dhCqEdWRIQZlEPzzzh7i8", # First start session with seed API key + "Content-Type": "application/json", +} + +HARYANA_ASSISTANT_ID = 'asst_fz7oIQ2goRLfrP1mWceBcjje' + +PAYLOAD = { + "project_id": 1, + "assistant_id": HARYANA_ASSISTANT_ID +} + +ENDPOINT = "http://0.0.0.0:8000/api/v1/threads/sync" + +@dataclass +class BenchItem: + question: str + answer: str + duration: float + prompt_tokens: int + completion_tokens: int + total_tokens: int + cost_estimate_usd: float + model: str + +def estimate_cost( + model: str, prompt_tokens: int, completion_tokens: int +) -> float: + usd_per_1m = { + "gpt-4o": {"input": 2.00, "cached_input": 1.25, "output": 10.00}, + # Extend with more models as needed: https://platform.openai.com/docs/pricing + } + + pricing = usd_per_1m.get(model.lower()) + if not pricing: + logging.warning(f"No pricing found for model '{model}'. Returning cost = 0.") + return 0.0 + + # We don't care about cached_input for now, this just to be mindful of upper bound cost to run benchmark + input_cost = (prompt_tokens / 1_000_000) * pricing["input"] + output_cost = (completion_tokens / 1_000_000) * pricing["output"] + return input_cost + output_cost + + +def output_csv(items: List[BenchItem]): + filename = f"bench_results_{datetime.now().strftime('%Y%m%d%H%M%S')}.csv" + file_exists = os.path.exists(filename) + with open(filename, "a") as file: + writer = csv.writer(file) + if not file_exists: + writer.writerow(["question", "answer", "duration", "prompt_tokens", "completion_tokens", "total_tokens", "cost_estimate_usd", "model"]) + for item in items: + writer.writerow([item.question, item.answer, item.duration, item.prompt_tokens, item.completion_tokens, item.total_tokens, item.cost_estimate_usd, item.model]) + + return filename + +def send_request(prompt: str, i: int, total: int) -> BenchItem: + local_payload = {**PAYLOAD, "question": prompt} + + start = time.perf_counter() + response = requests.post(ENDPOINT, headers=HEADERS, json=local_payload) + end = time.perf_counter() + duration = end - start + + if response.status_code == 200: + result = response.json()['data'] + return BenchItem( + question=prompt, + answer=result['message'], + duration=duration, + prompt_tokens=result['prompt_tokens'], + completion_tokens=result['completion_tokens'], + total_tokens=result['total_tokens'], + cost_estimate_usd=estimate_cost(result['model'], result['prompt_tokens'], result['completion_tokens']), + model=result['model'] + ) + else: + typer.echo(f"[{i+1}/{total}] FAILED - Status: {response.status_code}") + raise Exception(f"Request failed with status code {response.status_code}") + +@cli.command() +def assistants( + count: int = typer.Option(None, help="Number of queries to process. If not set, will process all CSV rows."), + workers: int = typer.Option(1, help="Number of workers to use for processing queries.") +): + """ + Runs Glific test queries on Kunji OpenAI Assistant to measure latency and cost. + + How to run the benchmark: in backend/ run `uv run ai-cli bench assistants --count 4 --workers 1` + + Note that increasing the number of workers beyond 1 can impact accuracy of duration. + """ + csv_file_path = os.path.join( + os.path.dirname(__file__), + "data", "glific_kunji_test_queries.csv" + ) + results = [] + with open(csv_file_path, 'r') as file: + csv_reader = csv.DictReader(file) + csv_data = list(csv_reader) + + if count: + csv_data = csv_data[:count] + + typer.echo(f"Total queries: {len(csv_data)}") + + # dedupe csv_data by row['prompt_text'] + seen_prompts = set() + csv_data = [ + row for row in csv_data if row['prompt_text'] not in seen_prompts and not seen_prompts.add(row['prompt_text']) + ] + + typer.echo(f"Total deduped queries: {len(csv_data)}") + total = len(csv_data) + + with ThreadPoolExecutor(max_workers=workers) as executor: + futures = { + executor.submit(send_request, row['prompt_text'], i, total): row + for i, row in enumerate(csv_data) + } + + for future in tqdm(as_completed(futures), total=total): + result = future.result() + if result: + results.append(result) + + avg_duration = sum(item.duration for item in results) / len(results) + total_prompt = sum(item.prompt_tokens for item in results) + total_completion = sum(item.completion_tokens for item in results) + total_duration = sum(item.duration for item in results) + model = results[0].model if results else "unknown" + + total_cost = estimate_cost(model, total_prompt, total_completion) + + filename = output_csv(results) + typer.echo(f"Results saved to {filename}") + + typer.echo(f"\nMean duration: {avg_duration:.3f}s over {total} runs.") + typer.echo(f"Total duration: {total_duration:.3f}s") + typer.echo(f"Total tokens used: prompt={total_prompt}, completion={total_completion}") + typer.echo(f"Estimated cost for {total} runs on {model}: ${total_cost:.6f}") diff --git a/backend/app/cli/bench/data/glific_kunji_test_queries.csv b/backend/app/cli/bench/data/glific_kunji_test_queries.csv new file mode 100644 index 00000000..3e82cb49 --- /dev/null +++ b/backend/app/cli/bench/data/glific_kunji_test_queries.csv @@ -0,0 +1,3079 @@ +Key,prompt_id,prompt_text +1,d22ddb0be439ceae337b82c92decff64,"by 15th april, what should the CLF accountant do" +2,34bc96fd22a87a77cf323a882205830b,What is the role of VGF for CLF +3,f92b2f0228aebda3b150a85a21033471,What is the role of VGF for CLF +4,c37e7a22ddb9fa525cead51ddfc43e79,What are the steps to register for Clf?? +5,9ef99508121854843697dff29c94d2e5,Who is an internal Community Resource Person? +6,ba28eedef4e01e16fecb136d63fb2838,Difference between MCLF and CLF +7,47ae3b34d6f0c17f60621221a4667152,What is three steps of CLF registration? +8,818ea8c5ce2baaddc51a0dda34865529,What is the full form of VGF? +9,03a4a6c3cf8b942746fd91036fdd3584,What is NRETP? +10,df0b7c6646694f67ace76e2ab5232836,Summarise Financial inclusion guidelines +11,7b09fce2e8dfab6090032c281ea7471f,How clear and accurate were the answers I (Kunji) provided? +12,4908344b7813a18d666a687f23328048,"What IS FINANCIAL SYSTEMS OF +FEDERATION" +13,af5a953be2099d722acc553faecefc32,Why CMTC is needed? +14,1896ec70b513e1d732abb4de073cad67,How are households categorized for Lakhpati Didi under NRLM? +15,80c02e51fd7e016ceaca91ca6e82b51b,What is the purpose of dual authentication. +16,2e67db9715ca9ce878801c2cc420bb36,What is audit calendar +17,46bd2c8f493321224f3baba5669175e8,How many members are required to form SHG +18,388a69e7b14e3406c16586a125c171bc,लोन लॉस रेशयो कैसे कैलकुलेट किया जाता है +19,cad624182301072b9f452223cd5e33ac,Tell me SOP process dual authentication implementation +20,58d619421d8424c2093d654f63e6c892,Give me 5 most important points on physical verification of assets policy +21,bffe39ccba61e8aa3e66db118a81c850,Information about VGF +22,16a8fc715ffa32c3807d95c9eac2242d,MSME कि परिभाषा बातए +23,de61d4f0a810af0e73c91310a0876bd8,Advisory around immersion modal CLF k बारे मे बताएं +24,6f20899d1f6c306acf3b40e50ae7911a,What is the primary objective of the SHG-centric weekly market initiative? +25,e1bebe3d57084bef50e49e81cb43bea4,"यदि मूलधन राशि 1,00,000 रुपये है और एक वर्ष का ब्याज 18,000 रुपये है, तो ऋण का वार्षिक ब्याज दर क्या है?" +26,464e7d09f44c1b3dcd2261daa815ee31,Structure of community based organization +27,1edfdb10c011ebb70773eecfb72e33df,CCL kya hota ha +28,3c54063a0ce1f34a8235fb3404a17120,What are the those designation of OB's.? +29,9014755dbe8864d7d7640e3c9571e807,what are the guiding principle for CLF? +30,25f43ef5da9373cc715156faae89be98,सीएलएफ में कौन कौन सा के राता है +31,acab152572d3b3c1eee6fefa1813b862,Please explain to me. +32,9d1a8e0e57e15f4fc6f2a77bdf913786,what is a village organisation +33,43ce5857e859499bd5a97315de5be3c2,वाट इस द लाइवलीहुड फंड +34,26fee62ef78d507f2555b3b83f5a8a5b,Federation ka Human Resource structure kya hona chahiye +35,ffed0fae1fd5dd2edfc400105716ec7c,What is the need and benefits of grading in a community organization? +36,eb85f0f46c832bc5058f5477efdad25b,What is the job responsibility of the program Associate in modal CLF +37,a785699b900fc6f6c250f6ec44aca2fb,"If SHG had availed a loan of Rs.56000/- out of which it has repaid 72% of the principal amount, then what would be the principal amount due to be repaid now?" +38,ad5dcd68f27f63a4401820c4e707699b,Kmeti k members kon hote h +39,b85ce3772326505cf68af735cf12f037,What is the major pillers of immersion sites. +40,7f6d0b845216f2424403fa450dbcca8d,Text message +41,58e8cd7c40e62713b27fe992b7d98a67,What should be the maximum Idle fund in CLF? +42,adf896773939bf7f0663ab7a3ce019b4,What staffing is required in blocks where the MED program is proposed? +43,ed6a91da9b3fc3d67fb3ee5e423e3c51,समूह के फाइनेंशियल सिस्टम के मैनुअल को समझाए +44,9f64e9b727bfd642cc2979cfcc40db2d,Agrasar kya hai? +45,f559207e0224d488883b2e60da115d78,MCP kya he +46,477de3d3faa8478d12704685a82be2fe,what is NRLM? What are core values of SRLM? +47,71077b8980cddd998f058fe4d22dedb3,क्लस्टर मैनेजर के लिए पात्रता क्या होनी चाहिए? +48,2f1c9558036c95996778820bb615bc6b,Clf मै कैडर लगाने कि क्या योग्यता होनी चाहिए +49,df4ba6e4258127ad32f48472f135ab54,What type of work is permissible under MGNREGA for an individual Nutri Garden? +50,3f90fa23a2891b7a5065d3012b82f2ed,What is the impact of rescheduling loans beyond 75 days +51,e6afb1f13755940e94545a9f87ced70b,आय क्या है +52,6a21ba4ac7a79772fa3cf09f381a0a84,NRLM और MGNREGA के बीच क्या अभिसरण है? +53,a21b94deb48280ac5aff188dae40ac5b,सीएलएम में नेजर का क्या क्राइटेरिया होता है +54,92e524b2fe31f9d053949a93cb1fce8b,What criteria are used to identify Mahila Kisan for organic farming? +55,ec884f5803449a45fce913c439ea1649,What is the full form of ROI +56,e072f536749449303e212791d8135d06,सी बी आर एम कमेटी म कौन से मबर्स होने चाहिए? +57,f94a0104aa87bcc08b67d00aa93534d2,Statutory audit करने के बाद रिपोर्ट किसके पास जमा की जाती है +58,0f7e2f434460da1a7575dc80a80dabbf,what are the important gender interventions that are to be taken up at the community level when designing operational strategy for a state +59,e7d3655e030387977f2c2bdf766c36f4,Idle fund kya hota hai? +60,2e90831c2ea942d6ab0ed8558a5f19df,what is the General body meeting agenda of VLF? +61,9a129c83bbf286056dea38221097d1cb,What is vgf +62,a07b8a0eaafcd5de36476328dc67ca31,what is FCRA? +63,30bfe56c65f78d9b8f8fc0908fd85fbd,HOW TO CALCULATE LLR +64,d66282647ef80ba59a60d589ddf8cdd8,Samosa ki kya hai +65,fd7ae93e08b7a11d37e7d936eb521881,Guidance note for promotion and strengthening of CLF +66,6993ca22e3763616997689301329429e,वीजीएफ क्या है +67,652107320db4f5f0b73edebfc482eb5d,What are the roles of VOs and SHGs in improving the nutritional status of women and children? +68,f8943985e3ace4d8be435ada0fe3998d,What are the criteria for providing seed capital to SHGs under the PMFME scheme? +69,e7e42f4d3b9736fbf2126339e8d8b477,सीएमटीसी के कार्य और सेवाए क्या है +70,5c0afecf386e67fa2f28f2d124f2908a,What is the full form of AAP? +71,61910d68bc0353c30931890b8f4da095,Rational of Model CLF immersion site +72,42b13338f918b5626feaa1ae888c7a01,What are the steps to maintain good bookkeeping practices +73,065bcf3390ed268ff701843e4ee40999,How can you make a use case for financial management at the CLF level? +74,660261265c58352dce7512c3b209dab4,What is the procedure for termination of CLF manager? +75,f690d2639e2aaa6f4ec909d2880824ed,What is the primary role of an A-HELP worker in the village? +76,1216518ddc8f7f2bea36e5fdb44cd77b,"If 20% of a number is 100, what is 50% of that same number?" +77,45657e430f4dd683e5a415180a694298,CLF manager ke chayan ki eligibilty kya hai? +78,e11ce0728dad78ac964a6e91bcc4c272,what is the rate of interest rate SHG to VO? +79,af0c4c2002e330f3ed510553aba07978,"so far, what is your score?" +80,25f43ef5da9373cc715156faae89be98,सीएलएफ में कौन कौन सा के राता है +81,e1c8fe2026722e5b28af492bee9d3fef,What role do National Resource Persons (NRPs) play in supporting the State Rural Livelihoods Missions (SRLMs)? +82,ec884f5803449a45fce913c439ea1649,What is the full form of ROI +83,e13839e06a049524bf9d21c52e20cf7f,SHG का वार्षिक बजट कैसे तैयार करें +84,8cb0329a6d572789f4c0559b39815730,What is Intensive blocks under NRLM? +85,d23551b4dae04413eacc1bc2ee4c0eb9,Dual authentication kya hota hai +86,ee8f1aedf1ace07fcf1049162351d9d0,Pls provide the summary of the accounting policy document +87,30da377d7a7c2652fcf891bdc9b6f9ff,सीआईएफ क्या होता है +88,3b9585d797db51512d26fd6ef45746df,What arrangements are required to set up a weekly market for SHG members? +89,afa5d814b0e7cc148714d4e727f0b160,what is the eligibility criteria for VGF funding tranche ii and iii +90,8f028218449aa0c7be89c9261218ecfd,OB ka full form kya hai +91,b30cfa9edfc63fdfeebb08a0d31dd42a,What if the repayment is less than 80% +92,0d62f59000950e8d5dc11c17cd20c4c0,What is the CLF +93,8a73f6bcdca886d1e0163a4176afff71,What is the CMTC +94,e996f15a098103a304aacdd86e6967f6,वरिष्ठ नागरिकों के स्वयं सहायता समूहों के लिए क्या गुंजाइश है +95,0ad50c271f65949e67466e89a8aa972a,Why Statutory audit is necessary for CBOs +96,2a14cf2d33956348c2e7c0d278fc654d,What is the eligibility criteria for selection of CLF accountant? +97,19d9c4fc51bdc339d966193e0455927f,What is the fund flow system in COBs. +98,13ade8db852d727801535cd90fbb775a,Asset policy kya hoti h +99,23d4953ac57e4679a4f0aa837ab045a9,And what are the important guidelines or recommendations to be used while monitoring model CLF's performance in terms of vulnerability gap fund? +100,8a7ecb2384cdac128ca8156704bbf733,CMTC operational manual ke bare me bataye +101,bfd61fbd6ae279f20d2f5862cee24a25,Is there any collateral required for a loan of less than 10 lakhs rupees? +102,59b4a8463588b58d0d1d8a31c5250352,वाट इस द लाइव ओपन +103,dd2ec76ad5df0dcf6a2347d4583cd7d5,What is the Performance management system for HR? +104,a24d6551cdd1b7e0a6cc29a3dac6592d,which are the mandated books of record in the MCLF +105,859d76fa236191cf4f1b123586b1d31d,CMTCs किया जा +106,09bf5d13f4ae2a7a880f8105ff2d60f8,internal audit +107,f10b8607c7c8e45a3a05df8af917f314,What is the minimum educational qualification required for someone to be selected as an A-HELP? +108,0c79a80ed43bb579ca91c2151a8dae75,Limit the response in 50 words +109,2b52b04bdda1cc46bdc8bbdc908f7741,which procedures and processes are required for CLF audit +110,f4e6df3fe830c5d6d1cf68a02bac4402,What is das sutras +111,078e0005fc0cf43f09853e873b4db1a3,What is the revised funding pattern for the Mahila Kisan Sashaktikaran Pariyojana (MKSP) under NRLM? +112,4454e2f4221c32bcac5f8c5298c09aaa,VRF ka full form kya hai +113,895976496644ac9e9933b20f3281e3d4,Can earlier loan defaulters be members of the SHGs? +114,bae2e08cbb1200aa584bdc737e34627e,Accounting ka time kya hota hai? +115,9efac5132475f56cb34135455ee99ae7,Purpose of statutory audit? 25 +116,76ad3ec5d0d16dd1ce84c1883c2f93e7,What is the criteria for selecting CMTC? +117,a1e76b0c0c212baec55ef110d46295fc,What is the summary of statutory audit policy +118,06c9bc481a569a93dc586881f7ac02ee,सीएमटीसी में रखे जाने वाले नामों की सूची बनाएं +119,1ffcb8b2e1f7c549b99e999b84bae7e3,who are AEWs? How can they help me? +120,27849a99df8818d5f6a74dae9d986e98,अच्छा सुशासन क्या होता है +121,ca71bfb2517c668c41784efa1df1ed5b,What is involved in the resource mapping activity for developing organic village clusters? +122,50c62b44b70bb327a174aef82691640c,grading or audit kyu jruri hai +123,a07b4df5448142c0c605702ce3a98213,What is the need of internal audit? +124,ed02fc78f0e3c3847ed27e21a5544f50,प्लीज एक्सप्लेन वीियो ऑडिट प्रोसेस +125,6226f37aad81f0f79fa36b6aa61aad1a,What is the role of MoFPI in PMFME Scheme for DAY-NRLM? +126,1292de4a795f3394aa54e5a36ad5fc0e,What is the maximum amount paid to BC agent +127,7db749d091a6e0a64dea43ce89a4ccde,Impact of leadership training +128,aca3bd7f6821bb23ca1f7d47922a0cd2,What is the MCLF immersion model? +129,44656bbd1551ff5497456d79ab9c5a73,अंतुख साचार +130,b379f2dd960e1154e7cac2e4132d4e07,What is the objective of CGF? +131,a2529799cfe60ab07fd98529ab2ff3e3,Make this in hindi +132,c74d8598d228ee56a65f9b0adccc4cc5,What are the common resources in community based organization? +133,cb801eed2c79b303bb05d5984135157e,What are the key objectives of the IFC? +134,bcba89a0e2dfb11b70b587b1610256ff,What are the key objective of SVEP? +135,f8c25316d8d8d8dd0cda719ac1d2c264,portfolio in arrears kaise calculate kar sakte hai +136,59bebb91adac917aafece6811cf712ca,एसच जी क्या हैं +137,363ba925e76ec9bc4e2523919612e378,What is the purpose of this Pnhw? +138,fbbf52148d460750aaef67b0b40d935e,what is financially sustainable in the CLF +139,b13422684b0c8a346a2991aceb3b94ba,संकुल संघ की वित्तीय नीतियां क्या है +140,8e6038881b7e910bcd36e484d175d285,सीबीओ एचआर की तैनाती की प्रक्रिया क्या है? +141,06d567285d70e16adeab38ebaf246ae2,What are the IT equipment for BC points +142,faad7bc7b8a6afa00971c3e0d99c071b,what is Financial Systems in CLF? +143,d791ba654000ad6a1650e5d3172fb0b7,How many HR are there in CLF? +144,d4e700c4dc5479e0f7c68c4ef247da3b,Release fund +145,c4a8be221249b93795484bc6bd35d6ee,वीजीएफ के लिए व्यय की स्वभाव क्या है? +146,f3869f57b3fc6ce78e4ad99dbd6a64c7,Provide a summary of advisory around immersion model CLF +147,a94ee65e52790c9eaed5afe5b939cbe0,Who are model CLF can be made sustainable +148,5138097e0249995c08057f0d57e52d5a,what is CLF +149,bc305c2ff03cbd0c1129d400c16496d7,सीएलएफ मैनेजर की क्या क्या कार्य होते हैं ? +150,583e59939ce346e48fac64bb4ca69f17,Bookkeeping ke important rules kya hai? +151,6f3bf3880f44f3c8c4065fe9519ada27,Regarding fund and finance +152,d7002b1a1e7acc146f358330cc3d2df4,What is the method of distribution? +153,29154785dea1ef32f06eae2ba58f4c03,How to prepare list of blocks for activation? +154,a6706ccc1683bf239bba74adfbbe931d,Can VGF be used for purposes apart from working capital +155,a61432b9a07f54589749542d5f60893e,एक्सपेन्डिचर क्या है +156,7fddb62fa50fddd8c8d0a764df260afd,What is the difference between a physical and financial audit? +157,1b2565c8eafc4c82c951a970c9c7ca76,What is the monthly interest on Rs 500000 at the rate of 6% per annum? +158,fdd4d9e4c027b571eb3424805f656936,Sale of assets kya hai +159,b589e6959fea6509d0609a201e06ffe2,What is the rational of MCLF immersion site? +160,98e2a90cd8bd228e4890a5ab9334e4ef,What are the objectives of Him Ira Rasoi? +161,daed8d2bc78e0790df8670d5cd6b0eaa,"What is the remuneration, allowance and benefits when it comes to HR Manual?" +162,607daa41e7302c0b2ef5d875f9fa2327,VRF kyu दिया जाता है +163,e6c381165ed84be51fd09d187c484bcc,What are the roles and responsibilities of the nodal CLF/VO for the Him Ira Rasoi program? +164,e1bebe3d57084bef50e49e81cb43bea4,"यदि मूलधन राशि 1,00,000 रुपये है और एक वर्ष का ब्याज 18,000 रुपये है, तो ऋण का वार्षिक ब्याज दर क्या है?" +165,95540bfe5652c9201920b3dc9edcbcc8,What is the objectives of statutory audit and external audit in CBOs. +166,771eb807ffaa2d37ff92202c5e99ce45,What are the responsibilities of the State Level Core Committee for FNHW? +167,bc63b3a98fa8e7a6e18ee0d541c072ee,महासंघ के निधि प्रवाह का वर्णन करें +168,4ce15c1141264d951f3dd212c0dbdaa2,Provide a summary for HR Manual. +169,19e69537fe8b824bf09b6c0135aba9b3,Dual authentic implementation SOP? +170,2fae7a65226c432c1297b634897c4910,What is the interest rate of CLF +171,7df3fa4b445abb9913a266367ed625b6,सी एल एफ के पदाधिकारियों का कितने समय म रोटेशन कर सकते हैं +172,154e996728a679021b0b7e69cf52293a,What is the checklist for developing an immersion site for FNHW? +173,c2bd70f429b86b09190802b59a05d75c,Which members are required for dual authentication +174,09ee75ede337dd8322dd8e9e861aae42,Statutory audit के लिए कौन सा SPM जिम्मेदार है +175,fd942c7169147a06ef88ac3cfd02067c,HR mannual +176,be7ad57c1ded5e38682a46ef5435624d,CLF VO or SHG ke auditor ka chunav kese hota hai +177,672825e4cd76826d53c7e7c2bdf405a9,What is the process for external audit of CLF +178,560dd37ed63801a301fc68d706b4fca6,"consider that there is a new CLF being formed, what should be the important work done for developing the CBO HR related activities across multiple themes?" +179,3ca7ea84917320d97e2416552639c311,"In the accounting system, what is the standard method of recording transactions?" +180,f8943985e3ace4d8be435ada0fe3998d,What are the criteria for providing seed capital to SHGs under the PMFME scheme? +181,a94ee65e52790c9eaed5afe5b939cbe0,Who are model CLF can be made sustainable +182,8493675b5f7331fb96bc8693e1a5dd8b,वैधानिक लेखापरीक्षा का उद्देश्य ? +183,c86f6544bfc1475a19b764c9320dc577,What are the responsibilities of CLF and OBS? +184,ec442a8086ee351e8406ce6649c310a4,How to monitoring of model CLFs performance. +185,3a5fd671236ef42f98564a0efc7b3749,Who conducts VO grading? +186,53a74650b247c96c42ef752824a81966,What are the steps to ensure best bookkeeping practices? +187,cbcfc7e02d978df45b39b23fe32b9e12,What is grievance redress machanism +188,a1646f2c112d492a2412bcbd4ec6efb9,What types of human resources in community based institutions. +189,1d8ae136947239b9bb21b715f2f1954f,What is the criteria for immersion site development? +190,490209c9eee5ad6225b6704cb8ed370c,What is source of fund? +191,66505463b8b1426fff5c89fec0013ecc,CLF ob”s ki jimmedariya kya hoti hai +192,3e818d0ad7753cd062488ec51f02fb83,Can you give some brief information about CIF +193,66505463b8b1426fff5c89fec0013ecc,CLF ob”s ki jimmedariya kya hoti hai +194,d4e8ba38f38cc02a7a41d23d0b451193,What is the CLF in NRLM +195,17880862c575af81f4e070a1596fd86f,what are the objectives to promoting nutri-garden +196,4e34a9b057ca795b7dfaf22abc827621,What is the system of leadership and governance ? +197,42435e3a1fab0f846b0e21fd6a019783,SHG auditors ke onboarding aur capacity building ke liye kya key steps aur timeline follow kiye jaate hain? +198,cc8360b9f7e84ec61493fe99b87feddf,Portfolio management in federation +199,7d77dbadd06fc6c781f2f936110721cf,How many staff would be deployed at CLF level ? +200,34a60a1a9c69d6ff1bd4215b701d834b,What is the role and responsibility of CLF manager. +201,db115ecd65efa6df05f266dbb171667b,What is the process of internal audit of CLF +202,cceb4676f66d44ada118b5cdbb6dc806,loan default hone se federation mein kya asar padti hai +203,8d4086eeae2933c2bbcb2979149544dc,If my CLF is registered and there are multiple audits to be conducted. I have made sure that we did internal audit. What other audits should be conducted? +204,c6d4fa35dca35e961995c53d9a99b72b,When advisory issued for diversification of Livelihood under NRLM? +205,9c874a041b90cf73ac35d1bf9523641c,What is the timeline of this digital audit? +206,b02edcc839c8636f3b5534c4b18b1d38,What are the procedures for partial freezing and closure of accounts? +207,83e09f974bc42eb1569aab7b2911c17d,What is the structure of CMTC +208,93f06826f52267a64e62eaa178f2d31c,What is the internal audit ? +209,9e6ddbcdea3c9a9a60bde04f445c6f77,what is dual authentication +210,d6584001c4f6652499656e4e890773ef,who grades vos +211,72449887b553b5e4ebb0b743c8b465d7,What is dual authentication and why is it important +212,102154095302bb12cd60adb128571750,CLF audits k bare me btaye +213,ed28725c223c2ab778d8388ad27118b1,Model clf +214,0c79a80ed43bb579ca91c2151a8dae75,Limit the response in 50 words +215,34378b4a76252415926a5abf11387077,What is the interest rate charged to entrepreneur borrowers who take loans from the CIF under SVEP? +216,fddd41edcbe9a6d9aa2d372dada7c8ad,HR Policy +217,bd65b209b5cfabcc82ebc8487203120f,Cmtc operational manual kya hota hai +218,bdf986415cf01883e542b1a07b6d6ec6,इनकम क्या है +219,1292de4a795f3394aa54e5a36ad5fc0e,What is the maximum amount paid to BC agent +220,5664b25d94cadf90f019d6ab2688964d,एस एचजी म लोन कैसे ली जाती हैं +221,476feac2ba11451c46841e54da6b5079,Outcome of cadre training base line survey +222,13e2e108b4b7276acecbb0a5b4c1ea26,What is the major pillar of immersion site? 25 +223,bb4bd16055981ab4c1050930af09aee2,How can we calculate OTR +224,b6ee076ecff47fe3c7700d08d5f1a4c0,Cmtc kya h +225,2525c8d007326a160d6ea36598fbd4a0,What is process of Internal COBs audit? +226,35ed51fb253bbff086080b9ed6d74264,What is the main purpose of the Viability Gap Fund (VGF)? +227,5eb833bc90f678318b139600f229400a,what is CBO +228,6930b8151bbe6e3755fda2a65cd242f5,सीएलएफ प्रबंधक की सेवा समाप्ति की प्रक्रिया क्या है? +229,8857a8910d14fb0c9e1cd9af0a9df5bd,What is the Funding Mechanism in NRLM? +230,9712a8e5d01a3905a01925fb7fdb5883,What types of information is recorded in the general ledger of CBOs? +231,d08a771828170ba22debc376a3feeaeb,What is the main objective of three tier institutions? +232,b1973495bcd34f6a202975a72f4acd9a,सीएलएफ में भर्ती के लिए एक नमूना विज्ञापन दिखाएँ +233,9f126cbf62850e72c8f667bf2fe878de,Statutory audit ke kya steps hai? +234,15d3b7040758264641719fbf41ab3fbc,Explain VGF for MCLF +235,ffed0fae1fd5dd2edfc400105716ec7c,What is the need and benefits of grading in a community organization? +236,a332c7b4784a5d8cf5bd9281adf7e843,What is the limit if RF provided SHGs +237,50a59103fdce8fd83c03cfadddc9cf94,What is the purpose of statutory audit in CBOs. +238,1aee97fb350f013709c37eff87fc51fb,सी एल एफ है वो किना थ +239,d9a830c1461dd46245a7795005863893,What are the responsibilities of each and every OB in CLF? +240,56238b6b2f92700be314e0cbfdabc054,what is the indicative progress of SHG Cycle with timeline? +241,4073f418a94390a7fd4d38fff76a3ee6,Functioning service of Cmtc +242,4939bd17eaecdc197e317aee1f9f5206,सीएलएफ़ प्रबंधक की मुख़्य भूमिकाएँ और जिम्मधारीय क्या हा +243,58b6f838852c519c2f4b2576861deda3,what is the role of DPCU +244,41ee8be42ff93b6afd3368d6ec430855,Give me the detailed CLF level annual planning process +245,7a816cf9b0fbb6e41704abafbe27713f,What is the total book of record in account section ? +246,88975679cf5f77931614b635ecfe1121,भाषा बदलें +247,9f7224576d4255043a9daed706f0a362,एसएचजी फेडरेशन की वित्तीय प्रणाली में दोहरा प्रमाणीकरण कार्यान्वयन करना +248,4e3e39c1b2eb1f5d820961a07fe0b01e,What is the recommended frequency for updating the Book of Records at village-level federations? +249,658ab56aebb666f9f047267af510edbb,Ask Question +250,58a7dc6d5bf3a140049e82133e66ba04,What is the training module for CLF office bearers? +251,5e338e0b4d9e24a3728e35f50736a1af,विसर्जन स्थल के प्रमुख स्तंभ क्या है +252,7f35a734038b915de03e13253e244d16,Which all blocks shall it be implemented +253,46bd2c8f493321224f3baba5669175e8,How many members are required to form SHG +254,01045c20bfd6c139476add6779455e8e,What is NRLM and how does it help India? +255,c0314b546bf79eaf03bc0ae6ffd564bc,MPR kaise banae +256,13e911ad20edbe2b3e13edda3ec00b38,Dual authentication ka process kya hai +257,c91af1b157f41d5ee75639f826859de9,What is the full form of CMTC +258,846fe93c6abb5ae19a8546a1c91f338d,What is the amount of VGF fund for CBOs. +259,6653245a38143fb6642de7c1a30e2138,What is CMTC? +260,bd3d37b74b33831d1fa735ee1fdbdd71,What is PG? +261,b55d5125bb884e30e0b36ae7746dbd44,"At what frequency, a VO should be graded?" +262,2f7f4f164c4d8c02e93a05e0c4eae5cb,What are the components of model CLF +263,315a0a302a9b4a67143f2f06eecb1e6f,SHG kya hain +264,55ddaae61986742359ca8a0a52389466,महासंघ की लेखांकन पद्धति समझाइये +265,1808c41f35dd3054eb683c32caeaed5e,टाइमलाइन के साथ एसएचजी साइकिल की सांकेतिक प्रगति क्या है? +266,ee8f1aedf1ace07fcf1049162351d9d0,Pls provide the summary of the accounting policy document +267,fd942c7169147a06ef88ac3cfd02067c,HR mannual +268,37bd92ab35e9c65f734260df49eaebd3,What is FCRA +269,3e4a47cd7dd8bfd05f35e4d136bbfdd7,write an example of the Independent Auditor's report +270,591b7c7a707c3ce0bd0a463891ab554e,What is VO OB +271,8c29802215648a6233c577cd1ca7453f,what is AGEY +272,44c4000c91379372ea31db3eb696f4c0,define the system of leadership +273,c7dd82bc6a345037abb6415c9dbe2444,"No, I am not talking about this. I am talking about the Financial Systems of SHG Federations." +274,fa42a0e55c6823237064c39c1b34372c,CLF start up fund kya hota hai +275,c37d32b23be526358bc7b0a8fe33bed5,What parameters should be considered when setting up custom hiring centers? +276,6f20899d1f6c306acf3b40e50ae7911a,What is the primary objective of the SHG-centric weekly market initiative? +277,222fd178f58b8246a76dc8571c338717,"What is the process for applying to the AGEY program, and how are applications evaluated?" +278,6e914974ad1b738ab1334970ceb3d795,shg ka formation ese kiya jata hai +279,ea7c266c2c02646b7cd649920dd6c878,स्टार्ट अप फंड संपति है या ऋण? +280,ea9d6e49a666a50d3157034b2bd54da4,What is the staff development? +281,596e8c8cf31e1a42db870c95d1477c51,What is the purpose of Institutional Due Diligence? +282,ea7ad0e59f06d82b8816ffec5e190e55,gavarnens kya hai? +283,cbcfc7e02d978df45b39b23fe32b9e12,What is grievance redress machanism +284,7bd63fc315980e45d798bb15a261b092,design an audit calender for CLF according to the guidelines by NRLM/SRLM? +285,7e923a413260734122fb594a046a0756,What is the process of dual authentication +286,6d975481ac9469b4a417563beef59fe4,What is the timeline for release of funds? +287,c0b2037088af90b07a639de28ee3b042,Show me the hierarchical structure +288,b7d0c8cee1a312ebb07cd2def5a81470,Viability gap fund Prapat krne ki eligibility criteria kya hai +289,ac944448b054c9acca1e99e3509c4db8,hum kisi gav ko saturate kab manege? +290,77a8468c02bce5f90251de7e6ac470f8,Cif ko hindi me kya kahte hain +291,17b42c91838bed8342d3a1be06e25eff,CLF me meeting kese likhte hai +292,b480a4f42deaac12d399c778a87a74f0,What is the purpose of penalties in CLF? +293,90426fd816c605e1b535a45a576a51f8,"Who will conduct the training of beneficiaries, and what are the options if District Level Trainers are unavailable?" +294,583e59939ce346e48fac64bb4ca69f17,Bookkeeping ke important rules kya hai? +295,c9464cf28fbff78f4092cc547439de16,What is clf governance +296,284215e4ba9939318f7454f0f78b9559,what or who is an VO +297,bc305c2ff03cbd0c1129d400c16496d7,सीएलएफ मैनेजर की क्या क्या कार्य होते हैं ? +298,df4ba6e4258127ad32f48472f135ab54,What type of work is permissible under MGNREGA for an individual Nutri Garden? +299,8359103b739c1ae93864acdae639faac,How about Daman and Diu +300,90323c7c926e933613f1ee0468ac9b06,RF detail +301,4c8cad1819ad3910106a233684d7be27,What are the mode CLF indicators for 1st year? +302,c5e1c07076660c389efbc4f9f76daf11,What is MCLF +303,31c6b22b10698f96bb66189d69983349,VO currently have dual authentication systems in place +304,507ff1a789a4b636419ea9540b78f1cc,DCB KAISE BANAYE CLF MAI +305,71c66e029095b71931c7ece07b381848,What is the role of livelihood subcomm +306,1c5ccaf9a87b8f72c77a3b5983441593,महिला किसान उत्पादक समूह क्या होते हैं +307,0fd8872dacae9b9760fa59ebcd625d16,what is an RF? +308,4adbdcd5c1308e544137d09e647aab29,What is the selection process of cluster manager? +309,d4e8ba38f38cc02a7a41d23d0b451193,What is the CLF in NRLM +310,94fe4d4f1a554ea3b2918b7b9438e4c7,VGF योजना का क्रियान्वयन कौन सुनिश्चित करता है? +311,ccee0a794ae59b826dd5e1778f7e78e1,ग्राम संगठन में कुल कितने पदाधिकारी होते हैं? +312,a528ae84002b040c3651814925bdde4c,What is action taken report +313,df0b7c6646694f67ace76e2ab5232836,Summarise Financial inclusion guidelines +314,73f7725899757317dd69021f08df9531,Dual authentication kya Hota hai +315,b60d0f14488c80cf954491d6d86c0529,Prepare 20 multiple choice questions for CLF office bearers from Model CLF guidelines +316,06cbe01b95d833b274ba18f447dbc700,Guidance note for promotion and strengthening of CLF? +317,bac46b9ff43e0df43f4e33c86a0ede58,What is the business correspondent model +318,bae428d24b7fd6762eae5e8f71f0c637,How many times does a test take place? +319,3fc1bea0ff9fffd34c03eaf408b98bec,What is the SOP of clf +320,18672e44be690df55afe2499ec5e7327,GRC member list? +321,647d5a080d8cc18b768eb3971e40c1c4,What is Clf income +322,8a7ecb2384cdac128ca8156704bbf733,CMTC operational manual ke bare me bataye +323,77d9f1827218c7a47929f281b5f20cfc,वाट इस द एसेज +324,3e14d0a36d9408d8555cf13df766db74,What are the key components of annual budget for the case of SAG federations? +325,07c24b5e1a88f51fcde4dc0b206be9d5,What is impact of clf manager orientation +326,6f973d6ced98d35da5b38f587f515df8,What is the FNHW integration approach? +327,5616405fc1e5172b26c0d527c94968f0,Please tell us about VGF +328,dd57b65956ea11bc756928a7ab795ade,What are the main topics covered in the training for SHG members under the Him Ira Rasoi program? +329,057e96a44c7594e6cc0faa2d08b466be,What are the benefits of dual authentication facility? +330,4cc6f6c378e5bfdd1a0cc4bc4a0a66a5,what should the legal and regulatory compliance of MCLF be +331,bd3d37b74b33831d1fa735ee1fdbdd71,What is PG? +332,aae7405ca28dc7450fa6b95ee5d0d325,What is the fullform of MCP? +333,e75ce589ce05463889701bfea7ee1c4c,What is the process of CLF manager? +334,226f06f8b34e18e25559e2673aed517f,Why is registration of Cluster Level Federation important and necessary? +335,039c5a4f6a60653d409758d60d6ba78d,ग्राम स्तर के अधिकारियों (क्लस्टर समन्वयक/सामुदायिक आयोजक) और गैर सरकारी संगठनों की क्या भूमिका है? +336,f3f6d8b9b6ff9890e1e384be8272faa2,मिसलेनियस फंड क्या होता है +337,cf5a189838f216d3f3d0e26cf7bbb030,संकुल स्तरीय संगठन में पोर्टफोलियो का प्रबंध +338,de8ecfc47903237b7399633e9751f882,What is the method of Dient Distribution? +339,f81db07e1e7a9758f8f7147881e75503,Discuss 5 most important points of the NRLM HR Manual? +340,65cd3b9aa2fe6f140da627c95a7d7e07,What is the main objectives of NBHM? +341,91b1c2dff0b18136a21ed210dc866a72,सीएमटीसी क्या है +342,24bdd513685015b7de2fca6511e53209,How does a CBO avail of this facility? +343,63037ed7676cfd15d13a021507af0037,CBO kya hai? +344,3812c2129447925c979cebccc32d2715,SHGs ko benefits kayse dilay +345,a07b4df5448142c0c605702ce3a98213,What is the need of internal audit? +346,b7d0c8cee1a312ebb07cd2def5a81470,Viability gap fund Prapat krne ki eligibility criteria kya hai +347,8b04bef2705a93382cd8fd1a7f740765,What is PAR +348,72449887b553b5e4ebb0b743c8b465d7,What is dual authentication and why is it important +349,492102a9e20b93284239845aef3e4c7e,But abouts destination Rational of Model CLF immersion site +350,da0a1b3ea1de3f403ac7e6c5f3fc66ee,What are the benefits of timely repayment +351,e66847b74919e2a5f25166ace2654f66,एसएचजी में क्रेडिट लिंकेज प्रक्रिया क्या है? +352,9753597445e83617584c1ef449794064,Specimen copy of share certificate book +353,14eb1c4791d64049cd8f3093e5ba27a6,आय और प्रवाह के बीच क्या अंतर है? +354,57a82632a5c715daaa1e37c8e3fe99ec,How to form the shg +355,9bf82aab33423a58489165db9aaa7f0c,Provide a summary of accounting policies of federation +356,d3bc241a60a61f34eccbc29c6841e9cd,How should internal audits be conducted +357,2554667503a4b7f5c8fb2647e53d3ec1,what is FCRA +358,c0e1e3515595e32c4426168db97857ad,How many books need to be maintained by CLF +359,e3167a1f6c7f2f7d3974408e0d9d40e3,CLF manager selection minimum eligibility criteria +360,d408a1aa85754055633ce1e7814fc05b,AEGY कितने ब्लॉक्स में लागू है? +361,202c781b1f866bf375943a64fcbbb6e8,What is VF policy +362,6a46c555f96abfa125b3b70205c02c5f,What is the purpose of CMTC centers? +363,022af0bb7d856e6b37bc56c6fd429859,what are the different types of audit +364,418ba6903feb81db2b1f353f7f251eaa,Who are the human resources at the district level in SRLM? +365,8935c8a1d4a3c1ab4bd98ca5cdeb0662,What is the means of VGF? +366,1bfe8d552e176214a727e08a87528a87,What is liquidity management +367,652107320db4f5f0b73edebfc482eb5d,What are the roles of VOs and SHGs in improving the nutritional status of women and children? +368,098e2c641edbae0188c9310e76c66354,Flow of funds in federation kya hai +369,27b3e568fea6f402409cd1afe2d7f535,यदि इस मामले में एसएचजी बंद हो गया तो उनके स्टार्ट-अप फंड और आरएफ का क्या होगा। +370,309ef594603b8e42a7dfa55913300c50,CBO kya hai +371,e0dfa85c44b956609d00568b226b4eaf,If you don't have relevant information please don't give general information +372,e75ce589ce05463889701bfea7ee1c4c,What is the process of CLF manager? +373,ba4ea96e76cd2dc93fd14084880548cb,What is PAR at CLF level +374,769d0c72deb911160f0c6bd6c46cbf03,What is Fnhw +375,ec43bc478df2348514d5f0b3068aa9b2,Who can become a master trainer? +376,4afa3a073512473d36131dfd43c8dacb,Idle fund Kiya hota h +377,fc73c71814d081c25b990321ba20cc0b,What is Cmtc's basic infrastructure? +378,74a3801143019c43659e5fd8dcf73c01,कोर कमेटी क्या है और ये क्यों आवश्यक है +379,86c7d08bbe21bbb02795eae865312887,vision document of MCLF +380,a45c1a5f2ea48702cd605f8f629e77f3,Idle fund kya hota hai +381,17b7fd48656a2a9f351ae44bc54fafd9,How will CRPs be trained on handling and maintaining the equipment? +382,4e89629a712ae810efefe1b5d67e6eda,How to make capacity building plan +383,e021c0071320fb43959518e50e2568b5,Clf DCB kya hoti hai +384,65b5ab93456ba80ec9e43ffee4164f25,What are the main objective and services provided by the CMTC to community +385,7bb74dffc336fb91acd0d4ad26daff1c,Accountant ko kaise hire kaarna haai? +386,ca566c3f88de37ebfe136bc31d6b8ccf,संघ के लक्ष्य और उद्देश्य क्या है +387,12dba1c224a24d09b1dc105b75e477fa,Explain CLF formation process +388,02a52cb32d99af64dfd26322b1480ddf,Role and responsibilities of board of directors +389,b97b8b9d66dbca034b0b2894f4d6c92a,What are the steps in the comprehensive capacity-building stream for farm livelihood CRPs? +390,82872631c3bc910b486a8a9175970fbf,What is the role and responsibility of a Lead Resource Person (LRP)? +391,16c73db94e8811f2eccd52c032f42451,What are the four key aspects of the Millet Intensification Program under DAY-NRLM? +392,7666292136494d937319f18fa6e9b1a2,What are the eligibility criteria for the MCLF CRPs? +393,51076987e4835ed44da38364b88c358c,What is HR Manual? +394,0f1870f415b7b830526d0541dd2c0383,Recruitment committee kyese form ki jaati hai CLF me +395,50c0850d3cd85bba7d9d7764c7be934b,Why model clf? +396,58b6f9947f515aa77e7ac69160668708,Pip meaning +397,8702fdee7f2bc0bbadacea4d6da5fa2e,CBOs ko majbut kaise banaye? +398,fe929343da83d5a094cc968f31673e1f,संघ के लेखांकन पद्धति को समझाएग +399,92fc462bf98bfb3e7ad3454135d817de,What is the objective of community audit system of CBOs. +400,72cdd48fbd3610889b95dcc4dbc71e32,What is a dual authentication facility? +401,cbab0229cc03bcce640c699b4c461e3d,What are the eligibility criteria for LRG? +402,75e099bd2974d3f6ebbfbad3c19ef0db,सीआईएफ उधार वापसी की कितनी किसने होते हैं +403,b68d127da89ef4d376811e7479798bcc,Accounting policy के बारे मे बताये +404,ca141309b702be89ec9fb61835aae399,What is CIF? how does it affect me? +405,f32ae637bd70294aabcdd2a5c4bc30c0,How many organic village clusters to be promoted by different SRLMs +406,b9b4c689822be6ea692d6b6127b61af4,Who are community based auditors? +407,d1fc5fb0aa1465fc7d4d864b1f98ec7f,How many books of records need to be maintained at VO level? +408,d79845c19984828cd623e88680460eba,Who's member in Steering committee +409,64d7d65114f40fbe61f1b5f15be05b15,What should be the management and policies of the employees of the Federation? +410,c5ef82bb05ef4e90145a6abaabb95cbc,सीएलएफ़ के स्टाफ का चयन कैसे करे +411,6cdeb013dd574149c64707b645fafb03,स्टॉटरी ऑडिट की समरी बताए +412,6ef8fec8becc0563b5f0b62a160e2804,वाट इस द प्रोसेस ऑफ इंटरनल ऑडिट +413,514d0796ea8090dc858ab6d249f061e9,What is IB? +414,e10dabcaace371684c3c3f6c9017d4e8,Who will review the perfomance of CMTC +415,315a0a302a9b4a67143f2f06eecb1e6f,SHG kya hain +416,b3867db377f3dc7bc3c8c9a82908402c,How can we calculate the PAR in CLF +417,94e17586b9a3ec156c44b168f556bb89,What are the different types of audit? +418,03511da1e98aaa0a7f5dd85af092d38e,Who is the responsible for financial management in CMTC? +419,c0e1e3515595e32c4426168db97857ad,How many books need to be maintained by CLF +420,da81614bbc10464485e7b3c32b5de4d7,ग्राम संघठन के लिए ऑडिटर केसे चुना जायेगा ? +421,29f53f12b9f45fcad87a3ed9c97d2bfc,Primary level federation +422,c1a8dad4629150e8e68a54f47da1b86d,Cluster audit ko kaise kiya jate +423,851bd556b8063972a21cd35708a27f89,What is the repayment interest rate from VO to CLF +424,c14c9ffe0da1378b54d90f6faba7d87e,Manual on Financial systems of SHG federations? +425,82348fab323d540d4f502453795b3d7e,महासंघों में धन का प्रवाह +426,073790ea12add92262fcf7a9982027f7,what is the EC +427,71633ef6b43969072f4b9f2d80a8c7a9,गवर्मेंस के बारे में बताए +428,0f3d2772a102a62bdf3e4d5066280a7f,सीएलएफ के संवर्धन और सुदृढ़ीकरण के लिए मार्गदर्शन नोट +429,f60a45102e4e781ba38910e7c5829768,AAP Kya he +430,8002e6bd7e85c33e8c30c87c54620ea2,isko hindi me dikhaye +431,f4f790766594d848cd9ea29246e5e913,"Grey bands, Red Ressels" +432,92e0f44bc5082f6bc24ac9bc5cfac5e2,what is the provision policy for loan loss in CLF? +433,1c5ccaf9a87b8f72c77a3b5983441593,महिला किसान उत्पादक समूह क्या होते हैं +434,92927cb64705f1b7849f639caceb73da,सीएलएफ को मजबूती प्रदान के लिए मार्गदर्शन नोट लिखिए +435,c5ef82bb05ef4e90145a6abaabb95cbc,सीएलएफ़ के स्टाफ का चयन कैसे करे +436,396874f35729ed9fe9c51c79bbdceac5,CLF VO or SHG ke auditor ka mandey kitna hota hai +437,80b6a768b06fa5a2507b255b0c332d94,what is the internal audit +438,00ea3d812bff83a4ff3fbaad5b72e0e3,What is the difference between expenditure and outflow?? +439,9fe54eab4c0723007ac2547f950c8d34,सिमटी का इंफ्रास्ट्रक्चर क्या है +440,6c3daccfcdc9a64d3838d9bb13379cdf,How recruitment committee form at CLF level +441,281eda79d8d336d93730769667e27a7c,What is RF? How does DAY-NRLM advocate the use of RF +442,8d3b844694431bdd55fb92e60939ab2e,What is the process of statutory audit of CBO? +443,c1dce41c15f10c02990080c4007b2c12,How many types of staff are there in CLF? +444,6db48acf81a2d6c5ff8549cc0186a4e2,प्लीज एक्सप्लेन सी एम टी सी ऑपरेशनल मेलवन इन वॉयस कमान +445,6cdeb013dd574149c64707b645fafb03,स्टॉटरी ऑडिट की समरी बताए +446,2ad6d7a267f282e4de191791aa87399a,What is the procedure of bank linkage of CLF? +447,63e9d0647554a27db6e55c16ba80e40e,Clf में कुल कितने बुक्स होती है +448,0c7dbdbb4ebfb449fc0c9b4272ad7cb1,की ट्रेनिंग कौन कौन दे सकता है +449,b450624b5574038fa0faa87ff9c5bd3b,What is SRLM? +450,11368ad6c75c825dc257e9e848c77e9b,सीएलएफ के पास सदस्यों द्वारा शिकायतें दर्ज कराने तथा विवादों के समाधान के लिए क्या व्यवस्थाएं हैं? +451,12270ade43deccd1e2ee000d987a88eb,Clf books of records +452,925afa87fe32111ea2e1128b4d84ac74,What is a clf? +453,f2d3e9a3121518cc15d35eca9e98fc2f,How a CLF is formed +454,d8a9b5efacf7996dc7cf3128ec9e9931,CIF kya hai +455,f6259db882bb00561ced0efc457b9203,Leaders Rotation kiyu jaruri h +456,7e51999177c215a9a4407b79212541d2,Viability Gap Fund (VGF) ko kese use kr sakte hai +457,f1e7a1885fd5fda3b8f83b95a4a42236,What is model clf +458,544abc25617e0b95feff5dd92de242f7,Dual authentication kya hai ? +459,f5b2a1eec56349a57183bbd99c5f7251,Make 5 MCQs on VGF +460,ad7ec4284a4fcbabf10a2146533870b4,"explain the structure, roles and responsibilities of human resource according to NRLM" +461,477de3d3faa8478d12704685a82be2fe,what is NRLM? What are core values of SRLM? +462,a21b94deb48280ac5aff188dae40ac5b,सीएलएम में नेजर का क्या क्राइटेरिया होता है +463,127adaaf26e1c3c37ba5f09f037182dc,What is the audit calender of CLF +464,6bc5892997856ddf64111a48d964c9af,What is JLG +465,a314e8b176551db14e9afdcb9cf7cd32,what is millets cafeteria program? how to implement? +466,e757416d6770de39ae5378219c5b28ab,CBO hr policy +467,ce9f6031f2ab6d60e897db6e28cd6bb6,What is the budget for immersion site development? +468,52692ca29adc402f79a16c07c3f93d4b,What are the eligibility criteria for SHGs to get loans under DAY-NRLM? +469,84f0ccaeca23a7676b834b3d169cfc8d,सीएमटीसी क्या है? +470,b03d0cc94bc2750746d4245ddcfc3cbb,"What is a Gender Immersion Site in DAY-NRLM, and how does it help create and share models for gender equality?" +471,6a3d45c981535928a87c7b095efbc557,What kind of information is recorded in the membership register? +472,2e934abf95cf12876c31e945d600915d,प्रति विसर्जन स्थल पर सीएलएफ स्तर क्यों जरूरी है +473,74503f0964c0ff7a6e8427bd4cf6677c,What is the eligibility criteria for Tranch - 1and tranch - 2 +474,31744b7996b87ad1fa91550bca1d1fab,मुख्य मेन्यू +475,6e5e3ba77429003ea87fdf8db47fafbd,What are the broad components of the programme for supporting the food processing sector? +476,4c8cad1819ad3910106a233684d7be27,What are the mode CLF indicators for 1st year? +477,39d4b2ff155a10bf29612551b5510241,What is the maximum CUF funds permissible in Andhra Pradesh for. AGEY +478,fc703a5963e8d340040c7f693b6313d2,what is audit +479,830411cedc2cbd99cfb419da9af88bd5,What are the responsibility of clf president +480,69d95b3c1c93406fdb94ea904beeb0ca,मॉडल सीएलएफ पर इमर्शन दिशानिर्देश क्या हैं? +481,9d7e9f75c9941577540bbfdd087bc90f,What is the system of gavernance. +482,952e77b95600a7f7b257233dd64d65e6,जीआरजी की कार्यप्रणाली क्या है? +483,37971a3a7bf22addd4cd02d8c6ba6e9f,VGF Fund kab mang kiya jata hai +484,5c959550a5dfdb891f523dd2cdd4f927,Can you shorten the previous answer? +485,5f98c2b6a9735be53d6ae4b352084d26,CMTC operational manual +486,5afaa01b91b40394439a347ebb2b0016,Who grades clfs +487,e4f7a43d92763d57acae660fd104e557,What is the role of business correspondant? +488,b0fb5dbdee97e662ab62ae3d22c89fa5,What will be the first installment of a loan of Rs 100000 to be repaid in 24 installments with an interest rate of 6% per annum? +489,f7e8cf976c8172062b324e9e79c06445,why the need for Viability Gap Fund ? +490,fb10d08a6445cbcdc0c3949a3cfb6e4e,What should SHGs do to keep their members' faith in transactions? +491,beb99d9560887b326b0acccab7aaddb4,What is Immersion site +492,09fc5c2df74702a75d3c39c37612172f,सीएलएफ़ में कौन कौन से कैडर होते है +493,f3a4c54290b424c9b29cbb43d2828367,Federation ki kya jarurat hai ? +494,ff02cb2bce12a1a7975b58a676f6c574,"make a table with a list of non-permanent staff at CLF, VO, SHG level and their example roles for each" +495,17439253d7947acfc911631390e2d921,What is VOMIS +496,077be874f03abcd80c5734ea17c6f8f8,iCRP टीमों की भूमिकाएँ और जिम्मेदारियाँ क्या हैं? +497,7493fe102169aae5afbb7f87896e092b,What are OSF guidelines +498,ec19b7792be66c1623327b055f29a23d,What are the indicative criteria or guidelines for NMMU/SMMU/DMMU to assess the performance of CLFs under IFC? +499,5593818cd21151c7377f2c261d9a6a56,What policy can you tell me about? +500,7241a43294b9702d828823d1531a68a4,एक सी एल एफ मे कितने कैडर होते है +501,7bde45286a614185675f2cddcdb91ff7,Cmtc kya hota ha +502,cb1461cfa5b60235e4972391d86f60e8,What is Credit Linkage Process in SHG? +503,ae23b362661d0bd152eb160855854937,What is CMTC +504,d7002b1a1e7acc146f358330cc3d2df4,What is the method of distribution? +505,8e4ba877ab685c3c4fafe78a0f8cb8ed,What is the difference between capital and revenue. +506,35bf00c9f74f69244a7d482c5e2f1b8d,CMTC kya hai? +507,1c2ca8de3dc81e957a14d88054e754ec,What is IB CB? +508,a4dbba41830efcf173a90a9ef364f8ea,how can calculate OTR from VO to CLF +509,10ee4b04dd49e93bb679ee01c915193a,वी आर फंड क्या होता है +510,6d94892482e818ebd65ff33976617762,How many CLF staffs are there in a CLF? +511,520b24c9fc1949908fe1f810cde7ba5d,What key indicators should be focused on under the Gender Component in HPSRLM? +512,a52f3882a05b79c43c1f9612b4f346e2,Internal audit kya hota hai +513,1e36948b0b8ef6633fe73bd8f8d5ce19,सामुदायिक निवेश निधि (CIF) का उद्देश्य क्या है? +514,3220f0bdf9fe5f2f76577f5cc8f45242,What should be the meeting arrangement in the federation? +515,8935c8a1d4a3c1ab4bd98ca5cdeb0662,What is the means of VGF? +516,50324899d4bbc650fef2ca8486852980,what is time for statutory audit ? +517,91daa4c7431ba8e5c5c63bff0e687a90,What are the key features and responsibilities of a BRC in the SVEP program? +518,d68b6bb109ae5bcd85e1406c187c4646,What are the problems faced by the first generation entrepreneurs? +519,c0ea12566a46175a1091dd5b086198c2,महासंघों में पोर्टफोलियो प्रबंधन +520,34bc96fd22a87a77cf323a882205830b,What is the role of VGF for CLF +521,fdfc9848075d9a2a642145624a39187b,"Defined Roles, Responsibilities and Portfolios of Sub-committees" +522,4948bf883d94731975908695bc2dd3db,What is the recommended startup amount for a Cluster-Level Federation (CLF) according to the National Rural Livelihoods Mission (NRLM)? +523,0dd398bf3f1ad3b89fad1d63164c6264,"Who are the members of the appraisal committee, and how does the committee work to recommend VGF?" +524,2a5d42f2bcc0309d209a151d03217d92,What are the key responsibilities of the Management Committee for managing the group? +525,8d77c26641e816d4d094fde602781b27,What should be the process for employee resignation from CLF? +526,d6b046f292cc6adf5e5a9da0a627b7ad,CBO के दर्शन के लिए एक सूत्रधार को क्या तैयारी करनी चाहिए? +527,375169be78f060f2fc9f32be278e72a5,Generate a power point presentation on VGF +528,61c5281f286c1b1222ec3e626be185c6,What is Financial manual summary +529,9eb3c2b91ac700af73043bc2d1c7e6e4,सीएलएफ़ ओबीज का बदलाव कब करते है +530,d6584001c4f6652499656e4e890773ef,who grades vos +531,66a13a1101e4f3eca981807e978f76e8,VHG ka upyog kaise kiya jata hai +532,259107394feb03a7e4c4fead73982e52,HR and office management for the CEO +533,13ad2a18bc3716ca703c78326afd0346,संगठन के अकाउंटिंग पॉलिसी के बारे में समझाइएंगे +534,1ede68447e12de12ca5f943335ad73be,What is the advisory around MCLF? +535,35cce4aaa663bbec2323bbb91b255305,Between bank loan and SHG loan ask for high interest rate +536,aee39bede365bc013dc50df4cd5a5227,What are the objectives of the State Resource Person (SRP)? +537,3341722b8dc99591db540718c0406a51,What is the process flow of fund transfer to CLF for MKSP? +538,c474c983fb7cd08d53f8a42c7d519e81,एमसीएलएफ़ की मीटिंग कैसे करते है +539,345926581ea69e90dae2ec9fdcc93145,Frequency of internal audit +540,6c3caee843635ebeaab490cfccf4ee5c,What are the documents which are required for dual authentication +541,3ea09e72b8074da734ca95d6446eb42f,What is an idle fund ? +542,bdaea0d938482ddbc08846fa297afb5e,आइडल फंड क्या होता है +543,3914c1ad2654baefae55718cdb932384,repayment rate kaise calculate karte hai +544,69924ce4dea75447fcefab443c6d65ca,How should SHGs utilize the funds provided under the PMFME scheme? +545,ff4dec0f21b67f1ad289cc59f781f608,Eligibility criteria of tranche 2 +546,63bdf15caa834fa3271b76454f7da3ab,CLF me Statutory Audit ki jimmedari kiski hai? +547,054c2c9027f5aba135890d2205147c3e,osf guidelines +548,91c4352baf9bf2609e8c205faa00008f,How should I work with the EC? +549,24c88104af5382f9c3bb6ac61242c6c2,What should be the Operational self sufficiency of the CLF? +550,9b8f0f1bd941e1bfb51abfb82e6f5390,Does the AEGY revised advisory say that the state should decide on the number of blocks in which it is to be implemented? +551,b9b4c689822be6ea692d6b6127b61af4,Who are community based auditors? +552,5fb7303e33cc7a5e0c3aae84e723ffa0,What is a PG? What is a FIG? What does DAY-NRLM say about them? +553,ec7cc1c1754abec7530b1c7cfc2f4468,What is Cmtc +554,97475103b58663a2e46531a2c75cd2a5,In how many blocks AEGY can be implemented? +555,8d99aef0cff6ff55ea3152e3fd43d66c,प्रोग्राम सहायक का मॉडल CLF में किया रोल है +556,edeb946a77f1cb6fc037759a64bc5176,Few details in context of CLF +557,41141c36e126451d18dc79c630cece35,How does the One District One Product (ODOP) approach benefit the scheme for food processing units? +558,404e147d591cd8ebd04d04fa75c91043,What is the role of Vos and Shgs in Vhsnd? +559,fbaa5b2c3bd361791c2cba56e6d8de26,What are the topics that should be covered in training for community facilitators? +560,f1b14c26b3e8731f45edf0b5a825009c,how I can I use the revolving fund (rf)? +561,83d6af3af31cbc1f764cca78512046c8,What is the life cycle of an MCLF? +562,284215e4ba9939318f7454f0f78b9559,what or who is an VO +563,a785699b900fc6f6c250f6ec44aca2fb,"If SHG had availed a loan of Rs.56000/- out of which it has repaid 72% of the principal amount, then what would be the principal amount due to be repaid now?" +564,14f0ce216ce92dc336cfecda2df5c754,वीओ सी एल एफ एफ एच जी में फंड फ्लो किस प्रकार होता है +565,be1848324ef8ad9fb53c3ff3d5ba63e0,BC sakhi Why important +566,2687cb0b31da449890d454527093c8c2,Clf grading kyu karte ha +567,b67769bfc516df1862a2f24fecc0dced,VGF का कितना पैसा मिलता है +568,35cbd7be05ddfbe90369d83b4e876ceb,वे कौन से तीन घटक हैं जिन्हें एक आंतरिक ऑडिट में शामिल किया जाना चाहिए? +569,c0fa703714912a46e26790126bd4d9a8,"उपसमितियों की परिभाषित भूमिकाएँ, जिम्मेदारियाँ और पोर्टफोलियो क्या है" +570,6f0e1ddd04d394a7c31734e54a6e0b1a,Income kya hai ? +571,3fc6b1aa06356345acd634ac011ebfd5,मॉडल सीएलएफ में कौन कौनस रिकॉर्ड होते हैं +572,8826b97864514b4cfed7edf3d36dd845,what is an VO or who is a VO +573,8567d9e22fd28272082d6f5ca5a33e37,Give me a summary of HR Manual +574,53c23c713db6b7b86d2a39c03b8af817,What topics should be covered in the onboarding and capacity building of an SHG auditor? +575,8ebba15ca6494f41b6dea200583b413d,What is audit component? +576,9efac5132475f56cb34135455ee99ae7,Purpose of statutory audit? 25 +577,4aa46b36bf4144593c011494eb77604a,वीजीएफ क्या होता है? +578,898eb0e4ef28975349e6b49571d478a6,What are the procedures to ensure that the cash handling is done properly? +579,f8df347fbe20e74cb16114d583c47072,What is the process of fund release for the SRLM under SVEP program? +580,e982151310f9e5804f56cd889346eb42,What is the purpose of statutory audit +581,a52f3882a05b79c43c1f9612b4f346e2,Internal audit kya hota hai +582,2b35f9ff18c40c20ecdff63b536a0f88,सीएलएफ़ ओबीज का क्या काम होता है +583,00739977000fc8213f8733d0d12fd02e,What is BPL? +584,de61d4f0a810af0e73c91310a0876bd8,Advisory around immersion modal CLF k बारे मे बताएं +585,fb87ac7dd9ef54cfc499dab66f00fde3,What shall be an effective monitoring system for SHG bank linkage program and the disbursal of Mission funds that shall be adopted by the states? +586,1f13235a2cc6824026c7f3631c4906df,What needs to be done to create a BDP of CLF? +587,19d2eb8cfa54883a3ed21d7d8742fa16,On what basis VGF is given? +588,ea654f57bf1c975290faf5ab1e2f6123,प्राप्ति और भुगतान के बारे बताए। +589,d8263e87022b4d5d4673e6994f6d4f66,"If Rs 270000 is divided into 18 equal installments, what is the amount of one installment?" +590,b156a4bfa3365b8d38f8946c7b0f36b1,Explain appointment of CLF Accountant +591,1c5741360cb473ae2dd1e7812cdcfedd,what is the PLF +592,1a0d416a5652922b69141ecbde57856d,What are the eligibility criteria of CLF for VGF? +593,c09e9c4c1a605e57e3f560c194345530,Function of cmtc with page number +594,69ed7f4332d31af67841e246e6e0d60b,What is the selection process of Vue level community auditor? +595,7e5d22c97568c769aeb900ed9f942657,How CMTC can be managed +596,06d567285d70e16adeab38ebaf246ae2,What are the IT equipment for BC points +597,2a5d42f2bcc0309d209a151d03217d92,What are the key responsibilities of the Management Committee for managing the group? +598,7feaa65a18d33c7c9fcf189c611c87f7,सीबीआरएम कमेटी क्या है और इसका क्या उद्देश्य है +599,8f75e356cd90d9cc51b91ef696773832,सीबीओ की वैधानिक लेखापरीक्षा का उद्देश्य क्या है? +600,060db2198883d834d587908f7aa0dda7,Clf mein kitne staff hote h ? +601,106498b74326fbb39739463cc4e28628,VRF को समझाए +602,155dc66e6e0b801e90f136671cc9b00b,CLF staff ke bare me btaye +603,099729cebc84d6d742673353400d1185,स्वयं सहायता समूहों के 10 सिद्धांत क्या हैं +604,f526aa24612db7a19dc19dea2e7cead2,Which Dasha Sutra is NRLM promoting in CBOs? +605,740a807d55326cda5e5721a5fc3616bd,AGEY mai konse blocks mai kaam hona hai? +606,dec0edf3eb0d599ed06437f1b3f60e7a,VGF? +607,88b92ac672921f128801db917fae719b,Objective of three tier institutions ? +608,d2f39e0560d52040935df38d0a0c0235,What is the nature of expenditure for VGF? +609,2f699e3a952690a03f0951a23725dd12,What is she? +610,4e4cc6558e244e5735a701e22b343b18,"to record liquidity, what format should the CLF accountant use to record inflows and outflows each month? What streams or components fall under inflow and outflow?" +611,f5d0edf46c0a260b9b5565ff546ebcbe,What are the components of annual budget for case of SHG federations? +612,ca2af9064a050fb5f4e40e512c2e870d,What are the three guiding principles for supporting the elderly? +613,da0d9fa30b92d81f27cec28b67292d28,CLF की मीटिंग में अध्यक्ष और उपाध्यक्ष के अनुपस्थिति में CLF मीटिंग की अध्यक्षता कौन करेगा? 100 +614,1a41843f34f112f25fdb909cd79c129f,क्लस्टर स्तरीय फेडरेशन (सीएलएफ) के प्रशासन और संचालन के लिए प्रणालियाँ क्यों महत्वपूर्ण हैं? +615,f1cf865b2fe415e8dc93c33cbd608331,डी सी बी कैसे बनाय यह बता दो पहली वक्त +616,82a24da7ca5e14fcf22ef3c2d4e25453,aandhr pradesh raajy ke lie adhiniyam mein vaidhaanik lekhaapareeksha ke sambandh mein kya praavadhaan die gae hain? +617,657bca5182cb38daf600f1c5abccc1eb,Phase 1 +618,22702974904b75057a375d96efd7655e,व्यवहार्यता निधि क्या होती हैं +619,ebb00e94b26287b7549ff4ac6a8898d8,What is model CLF? +620,3bbd8248b520fc0f5f3e99b69db96855,CMTC ? +621,615936ec0a23dd3193256c7b64ef96a0,What is your double education facility? +622,b7b8275b6397ad487a0e265368614529,BC पॉइंट किसको दे सकते हैं +623,3af979212712ad204454572ebe052a62,impact of CBOs Training +624,7cc297306c131551dfe6229a95c4946e,What is the audit calendar? +625,51076987e4835ed44da38364b88c358c,What is HR Manual? +626,8d75f056e67b775e2f29339f2692fd32,CLF MIS के मुख्य कार्य क्या-क्या होते हैं +627,ee67205d8be5a88c30e5cd85a5a7cc44,What is operational Income from the business of CLF? +628,0bbcbdb9441b93041ca9e400669f300a,What is the defined system of leadership & gavernance. +629,1261ad8c27d512071775d856de9b5eb5,What is CLF income? +630,3adfe09fe8b1d1e82f5f10b65b86beb5,What is the policy of immersion for MCLF? +631,a2529799cfe60ab07fd98529ab2ff3e3,Make this in hindi +632,be1848324ef8ad9fb53c3ff3d5ba63e0,BC sakhi Why important +633,c07a463e479d956e93afccdbbf00cbc7,What are the objectives of CMTCs +634,8313f18ec9dbc10713119282d46c55ca,What are the selection criteria for SHG producers/artisans in the HPSRLM database? +635,f0273f0a9d13d6fcd830708a05aebfe3,What is ST? +636,b8cfa64356aa9e714f7a9f6c234d2c01,What is internal audit? +637,ae19232eb1e42145077c3a55f83b9adc,What is full form of SVEP? +638,8becf779d44ec2d2c9d923ac8b6e0c70,वी जीएफ क्या हैं +639,62720a29b6cf06af828f7fdeacf79a35,Shg Kiya h +640,c213461455ea8c86c23480632590cd6b,What are the responsibilities of the Core Committee as the managerial and coordination body for gender? +641,200d1e73384de45b531ecc7cb35e5afd,"Who should lead the convergence within DAY-NRLM, and what is their role?" +642,ee6e84ba069026f0ee41abeea556b13d,What is Implementation strategy for farm livelihood intervention at Village level under NRLM? +643,dd92fb6087e84a28f991e7a801b9786d,How will the Dual Authentication Implementation of SOP? +644,e9b977f01abe2c6107686bb677df7f05,What is CRP-IB +645,a24d6551cdd1b7e0a6cc29a3dac6592d,which are the mandated books of record in the MCLF +646,957de2d30a36e2ee60d7b73ecc681cd7,What is dual authentication +647,a787c587bd4d8ad2ec068fe3b315b0f3,What is books of accounts +648,5a482c37ca1f0583a9be39d626e209ce,What is the step of Clf registration? +649,ae23b362661d0bd152eb160855854937,What is CMTC +650,93ce1f53299f1ac3e35ae60ae761a3d5,Membership fee saal me kitni hoti hai +651,8857a8910d14fb0c9e1cd9af0a9df5bd,What is the Funding Mechanism in NRLM? +652,17b7fd48656a2a9f351ae44bc54fafd9,How will CRPs be trained on handling and maintaining the equipment? +653,9e2213af78ff88d559d7f76de04727ca,Explain Grevan's radiation. +654,f880397d6bd9fd634b9345f399cfafa9,Information about FPO +655,60cf1301013d928fa468f9c55ba561d5,Vgf ke paise ko use liya ja skta h ? +656,909848a8ffa95e0bc4e31d7cc4e6e293,dont you know what an RF is? +657,5593818cd21151c7377f2c261d9a6a56,What policy can you tell me about? +658,073790ea12add92262fcf7a9982027f7,what is the EC +659,bdbbbe1e82eb0e792694dbbcddd2a762,"What is the difference between RR, PAR and OSS?" +660,a6c12672116031915915eaf1215e827b,संपादन करना +661,dfc92ac8b829bc2f46ac05ad5a247089,What is UHN? +662,8566e6519415eace1d34da95aaec3e76,What are the broad components of IFC? +663,da4d37002c84bc03a965822a9405ec57,What is the most advantageous bid? +664,3f0dd8d7d9f65cb04e1f9603a66af75e,सी एल एफ अकाउंटेंट की रोल रेस्पानसिबिलिटी क्या होती है +665,1b34c4bb7c8b32c4e7163f46d9f8acb2,What is full form of AGRASR under NRLM? +666,54f1190ad1115533e536298595d5aa2e,what is the eligigbility criteria for VGF? +667,64f24f6f16c8db4706d5b0c60031b0aa,What is the Revolving Fund (RF) and Community investment support Fund (CIF)? +668,3812c2129447925c979cebccc32d2715,SHGs ko benefits kayse dilay +669,930ff7e1ac3556adb9d621840d8aca44,What is the eligibility criteria for cmtc manager +670,f1e79f2131f7c79ec4e57d09d806540a,What is BDP +671,7ec3b6036dd4c019f3e118b57256b2ce,सीएल एफ सब कमेटी के काम क्या क्या होते है +672,075feb7616cbba67746a2f549b50d853,What is VGF? +673,045911e67998af4f6eb32652040dfd18,What are the key performance indicators for an Immersion Site? +674,36772619db7c4247d0251502075444ba,सीएलएफ के पदाधिकारियों को रोटेशन के बारे में हिंदी में जानकारी दें +675,c68a3b52174de1dc7334b28a654b6916,How often should clf accounts be audited +676,341f336779ac86183661d045fadf4864,What is the formula for PAR? +677,96ac783bb1b8a62c9b8f5e1bbf906a25,वाट इस द रोल एंड रेस्पॉन्सिबिलिटी ऑफ विलेज फेसिलेटर्स +678,2a5992fd49c37d15a55ce3e043c2d054,इमर्शन मॉडल सीएलएफ पर सलाह/दिशानिर्देश क्या हैं? +679,c4716598de18d3304831383c6ef603b7,Operation self system +680,846fe93c6abb5ae19a8546a1c91f338d,What is the amount of VGF fund for CBOs. +681,2d9717395104d73297df60a2d773e33e,What is the Asset Policy? +682,b89603dd9617bb1f5448078517f5143a,VGF release hone ka timeline kya hai +683,7a0930c68c1074dd0ee231f0a8f11ba4,How to calculate portfolio at risk? +684,9bf82aab33423a58489165db9aaa7f0c,Provide a summary of accounting policies of federation +685,1c82c7a1e8c4a3daf94c5cb73d679de8,What is the implementation mechanism at the state level? +686,1b28e5bf82b0101bde345465ded92b6e,अकाउंटेंड की पॉलिसी +687,79b2e4ad15fce4938a14447daaf11689,Startup fund se fixed asset ko balance sheet me kese diktat +688,f46bd327fa400dfd12b805fafdc6b2da,list the training verticals and inputs provided during training period for MIS assistant? +689,b844e98e0538caa59a98fb1dadd79b12,How much money can we loan to the group in rotation from CIF? +690,1036ee5b2674c046b530030fab53e037,what actions should be taken on non repayment based on review of DCB +691,bc8c0e3b18c2d65d03687954d8e65263,How much remuneration/ payment for statutory audit +692,09bf5d13f4ae2a7a880f8105ff2d60f8,internal audit +693,acb1d91e0e90029e21e9d5163824f1cb,RGB Meeting detail +694,cf0503f20b4cadd98d5bb1f8b20882fe,What are the benefits of the dual authentication facility? +695,ed6a91da9b3fc3d67fb3ee5e423e3c51,समूह के फाइनेंशियल सिस्टम के मैनुअल को समझाए +696,d22ddb0be439ceae337b82c92decff64,"by 15th april, what should the CLF accountant do" +697,096d26c2e720822ba98073e98b2097b6,pls check again +698,086aba716b183a5fd8f70b38044b9121,SHGs ke members ko benefits kayse dilay +699,82f33b0dedebbd12eaec9ad91d5209bf,Saving received from SHG into CLF/VO is called: +700,00ea3d812bff83a4ff3fbaad5b72e0e3,What is the difference between expenditure and outflow?? +701,83d6af3af31cbc1f764cca78512046c8,What is the life cycle of an MCLF? +702,4565ba2adc4107570a55e68bd3ea3491,इमर्शन साइट का चुनाव करने का मुख्य बिंदु क्या है? +703,48eaf3c06e6b62ebd44fb0e9c38ab76c,how to calculate PAR +704,e514e8b694933e38fb1565d64ce97f4f,Can I read full cmtc doccuments +705,7ec3b6036dd4c019f3e118b57256b2ce,सीएल एफ सब कमेटी के काम क्या क्या होते है +706,3a3b6344f87abc640b43285ef9ac6591,Model CLF kya hota hai +707,3bbd8248b520fc0f5f3e99b69db96855,CMTC ? +708,d3e32e9a3d59a704b10df5217446e60f,How many shg members are required in bank at the time of dual authentication +709,ef09114b9c2fd6bbe1b85430494b0031,What is CMTC.? +710,f249d932c628567309c5e3ed0b42e4ce,expenditure aur outflow mein antar kya hai +711,05e85e0e502374a1b284085ecdab279f,MCLF Visioning Training +712,a6048adbccd76719cace8a4df6746af8,What is VGF +713,c15d5c6ca9d0f66d84521ea340e1fd05,What is the work of CLF officers +714,fb30dfe14a95bf2d0c7f6959d69a2021,Describe the categories under assest +715,74a845cc3cf0d87f2e60c0ab0d71e3eb,अकाउंटेंट पॉलिसी क्या होती है ? +716,302a713dd31e7daaeef7b2832fefa5dd,Process of dual authentication +717,8cae47278633fa01dfa90b83395ee49b,Describe Fund Flow of Federation +718,f690d2639e2aaa6f4ec909d2880824ed,What is the primary role of an A-HELP worker in the village? +719,d711750cdf198ecacf28ff0f1ae5c4a4,व्हाट इस द सी आई एफ एमाऊंट फॉर एस एच जी +720,7f35a734038b915de03e13253e244d16,Which all blocks shall it be implemented +721,b459a951589a17496af99d41f94b9ddc,Viability Gap Fund +722,81f4d365ddad2e22930091a7a64688bb,What are the steps for Internal Audit +723,284a0cb034bf93734e8a4eba4d12cb87,What is the purpose of the social innovation? +724,de6f8af3a98e93a6d3a9493c323689e2,VGF Fund ka kitna pesa diya jata hai ? +725,4a14cb01fb0729a6739b9a559f4375f8,provide me some useful links about this topic +726,54f1190ad1115533e536298595d5aa2e,what is the eligigbility criteria for VGF? +727,52ce1f68ac8ba43ea7fc4182fccbe73d,सीबीओ समुदाय +728,7f6d0b845216f2424403fa450dbcca8d,Text message +729,7feaa65a18d33c7c9fcf189c611c87f7,सीबीआरएम कमेटी क्या है और इसका क्या उद्देश्य है +730,bed42b0cd39516f36f71fcf47ba00fe3,"What is the daily allowance for SHG members, and how is it budget?" +731,631f6c04f5f6f2f95f577f5c5e44c232,What is RSETI? +732,4b5e758219c17497296b1bd1a3994c36,Can CLF take commission from its members for bank linkage? And what percentage is it? +733,eba1470f6c14b63360f0f3e17550cac3,what is an integrated approach to address identified key focus areas within FHNW state strategies? +734,b6a527b87442766bb84a03fbb1b123e6,income expenditure ka management kese kiya jaye clf me +735,ca141309b702be89ec9fb61835aae399,What is CIF? how does it affect me? +736,b986009adca2d367e68a353c824455d3,How many installments are typically in repaying the Community Investment Fund (CIF) to Self-Help Group members? +737,e996f15a098103a304aacdd86e6967f6,वरिष्ठ नागरिकों के स्वयं सहायता समूहों के लिए क्या गुंजाइश है +738,b64b5dd8064321a7a1425c7e4053416f,Bank sakhi or Bank Mitra me kya antar hai? +739,418ba6903feb81db2b1f353f7f251eaa,Who are the human resources at the district level in SRLM? +740,769d0c72deb911160f0c6bd6c46cbf03,What is Fnhw +741,2bd987e77489f68fd31971c9a3510886,VO level community auditor ki chayan prakriya kya hai? +742,f65d455bc8b7836950a0b0403c2ce3c3,दोहरी प्रमाणीकरण सुविधा क्या है +743,83423bce23882d2d8c2e04da32640ddf,What mechanisms do CLF have in place for members to report grievances and for resolving conflicts? +744,6659a63d3b1e6a8c8388e68b76b751d3,RGB member kon hote hai +745,e07152c2a9e05a614117297c76053f7e,how can I get FCRA +746,69ed7f4332d31af67841e246e6e0d60b,What is the selection process of Vue level community auditor? +747,1545a7b0cccca19089e00c59dd029f33,What is CMTC and what the important points to create a calender for this? +748,885379224dc7319f1c6f85c573ad0347,Please send Advisory on internal audit +749,a830a4c02fa0e16b51e4ee4af7640918,what are the guiding principles of grc +750,435261513db1e36a9caa3e68dc99cc98,"How many Community Managed Training Centers (CMTCs) are planned to be established and managed by model CLFs as per the order dated Jan. 2, 2024?" +751,ca7c7d3696a8f71d6a1bf00b540cb826,Sop क्या है +752,15a8918fd57b3e3386af51bc3ea495d8,FNHW Core committee ki repomsibility kya hai? +753,8ba5704f2e70dfb363bf01360d66634d,At what frequency do SHGs pay membership fees to Village organizations? +754,e18903f71ae4dfbab1906af328ee29d2,UDIN क्या हैं? +755,d8263e87022b4d5d4673e6994f6d4f66,"If Rs 270000 is divided into 18 equal installments, what is the amount of one installment?" +756,8a4b3e833c4a5e1a91ad7b739dfdfb49,After how many month internal audit being conducted +757,c4d6f9ba5bea7029435e0e02f4181ba6,When CLF use the VGF ? +758,38be67c8f5a1c31b07919d1e4a387fcd,ग्राम संगठन में कम से कम कितनी उप-समितियां होनी चाहिए ? +759,daa02aeb8258dcdd12bea0f23e8ac33e,CLF में कोन कोन सी सब कमिटी होती है +760,be7ad57c1ded5e38682a46ef5435624d,CLF VO or SHG ke auditor ka chunav kese hota hai +761,b0fb5dbdee97e662ab62ae3d22c89fa5,What will be the first installment of a loan of Rs 100000 to be repaid in 24 installments with an interest rate of 6% per annum? +762,e8991a74cf39183b38f7dbdc7829f0f9,What preparation should a facilitator undertake for the visioning of a CBO? +763,4c15954b7b293d1aa33de8ad976540ef,What is CBOs +764,5e17c0e5a225c6966fad6117694e200c,What is maturation stage?? +765,63bdf15caa834fa3271b76454f7da3ab,CLF me Statutory Audit ki jimmedari kiski hai? +766,9bcb66f9af7133bcb5f8697c3ff557c1,Purpose of Statutory audit +767,6ed7113e3f2dd275ad2569d42e8bb02c,"What are the requisite, attributes, knowledge, and skills for a CRP-HNG?" +768,2e80ea6287567290f5d160ab6d2b858c,What is governance +769,1da1f351a102d6faac5d79636210d4bb,"What is the effect of LLR, LLP, and write-offs on financial statements" +770,d992b22c9f0d060fa002c96c1ce6b819,The difference between CCL and Term Loan +771,02a52cb32d99af64dfd26322b1480ddf,Role and responsibilities of board of directors +772,b589e6959fea6509d0609a201e06ffe2,What is the rational of MCLF immersion site? +773,1c2ca8de3dc81e957a14d88054e754ec,What is IB CB? +774,859d76fa236191cf4f1b123586b1d31d,CMTCs किया जा +775,f2d3e9a3121518cc15d35eca9e98fc2f,How a CLF is formed +776,27403842f6d2f182904d0e8312cad0a3,Books of Records of CLF +777,98829661dff2052d23a2b96410b642b3,हिंदी +778,56290d6b7ed99c96f9517bacaecb4e6e,What is Statuary audit? +779,b16e6719f46f195c3e62ec6912d2bf81,Annual plan or finencial plan kya hota hai +780,b6fc08b217bef55163af126581406014,what is JLM +781,5d5becee4f34ce498df2e2bd9b770670,Has Capital Subsidy been discontinued under DAY-NRLM? +782,b5d57c2d81f2c256a947048ee8c9a281,types of social capital in community-based institutions. +783,ee001ea61e87249a7d68217672f93c39,What is the accounting period for plf or slf +784,2e67db9715ca9ce878801c2cc420bb36,What is audit calendar +785,ec442a8086ee351e8406ce6649c310a4,How to monitoring of model CLFs performance. +786,7cd8efbcb995d8589637071acd5c0d1b,Federation ki jarurat hai ? +787,be7ca03fc6f075106cc99b74d0aee618,How do SHGs repay CIF to VOs? +788,a47bfb7a14fe2c4e2d0bf7d771606b2b,What is the role of dual authentication in shg +789,c70a015271b79b3a3ad3283002fd3cd2,Who are OBs? +790,898eb0e4ef28975349e6b49571d478a6,What are the procedures to ensure that the cash handling is done properly? +791,50a59103fdce8fd83c03cfadddc9cf94,What is the purpose of statutory audit in CBOs. +792,c374be1993b902384d9d4fa48780af26,importance of CLF accountant in CLF level. +793,0c25c7897edc34fd0e0ae786a7419209,Make me an Annual action plan +794,6edb2f62995403dfdaf0868aa5fcd4cf,विभिन्न प्रकार के ऑडिट क्या क्या हैं +795,01dc016741d8ee066525716e6d90f642,PIP ka full form +796,e8991a74cf39183b38f7dbdc7829f0f9,What preparation should a facilitator undertake for the visioning of a CBO? +797,9629da1f6ba632524b121ffd8ee41aec,एडवाइजरी ऑन सैच्युटरी ऑडिट ऑफ सीएलएफ +798,ccee0a794ae59b826dd5e1778f7e78e1,ग्राम संगठन में कुल कितने पदाधिकारी होते हैं? +799,fc703a5963e8d340040c7f693b6313d2,what is audit +800,d815e1cede76433d9008e3d9479e2c88,कैपिटल और रेवेन्यू नेचर के इनफ्लो और आउटफ्लो क्या है? +801,1c89b95605a61814aed01fa7fd5dcea9,What is permanent and non permanent staff positions at SHG as per guidelines +802,a97cdcbb22a4f5697782f24d647f72c8,What is CMTC annual plan +803,e17c776d2890d7b478ae7f04e4b22b30,what is the process of strengthening the particular CLF ? +804,520b24c9fc1949908fe1f810cde7ba5d,What key indicators should be focused on under the Gender Component in HPSRLM? +805,8f2161313dd0238b59cf0be31eecd212,What is the accounting policy of CBOs +806,38be67c8f5a1c31b07919d1e4a387fcd,ग्राम संगठन में कम से कम कितनी उप-समितियां होनी चाहिए ? +807,39bcefe2ad08b89aa27c5e30c5be5283,सी एम टी सी के क्या उद्देश्य होते है +808,bdf2e515d52f06ea351dde6af3e97710,community audit system ke udhesh ko samjhaye +809,fb09706c455e6a0fb6219cf4737683ef,Under what act or rule can I get the AEWs help as a farmer? +810,7f7cd3f3bb67acd20b3dbd788e53b74b,How to update the stock and register +811,0848af79c6079fd70eed5266611c522b,How can advice to shg members on proper pmfme fund distribution. +812,9014755dbe8864d7d7640e3c9571e807,what are the guiding principle for CLF? +813,34a60a1a9c69d6ff1bd4215b701d834b,What is the role and responsibility of CLF manager. +814,8617a68eb5f772c220f24a6c1d55480c,What is the mandatory criteria to identify immersion site +815,9593c03a3bee890a31de6a4a48a01a60,Clf मे HR स्टाफ मे कौन कौन होता है। +816,496c246cefb8096b9ea4a0eb51e586b3,क्लस्टर लेवल फेडरेशन (CLF) के पंजीकरण के लिए चयन मानदंड क्या हैं? +817,89c00d77e2adcb49b3edeaeb5c5df48d,Cif kya hai +818,13ad2a18bc3716ca703c78326afd0346,संगठन के अकाउंटिंग पॉलिसी के बारे में समझाइएंगे +819,ee2d0a0896e01be14209b3237a194e81,मोस्ट एडवांटेजियस बीड क्या है? +820,06d882d675753ad1b3e0918363f35af5,"What information is recorded in the Loan Ledger, which provides details about loans issued by CBOs?" +821,f6259db882bb00561ced0efc457b9203,Leaders Rotation kiyu jaruri h +822,6b53ddf6cfd2c2445aafa43e0c7c4532,What is the function and services of CMTC? +823,a332c7b4784a5d8cf5bd9281adf7e843,What is the limit if RF provided SHGs +824,14f0ce216ce92dc336cfecda2df5c754,वीओ सी एल एफ एफ एच जी में फंड फ्लो किस प्रकार होता है +825,16d2ba9c1f0ed18f89ed9699c7dd4909,What is the surplus liquidity management plan +826,2aaab1dfef021489e00db62dcf490078,What is the responsibility of the CLA? +827,62c174b480b102ee25d625e0e3e3a793,What are the main tasks of CAA Lib? +828,229913bec0d155f6762af9203d494100,What implementation mechanisms need to be in place for a Model CLF? +829,9f81a816b26a8317b5db2dead8bb1109,SHG ka apna corpus Kiya hota h +830,2aaab1dfef021489e00db62dcf490078,What is the responsibility of the CLA? +831,3fc1bea0ff9fffd34c03eaf408b98bec,What is the SOP of clf +832,2d3bb8aee8e374e393f7d4fee876103c,What is the process of SHG audit? +833,50e7f5653ae6bf7eeb8028a82f26cfa4,CMTC ka management kaun dekhata hai ? +834,0b7323f3e91915e3fc96dfb96b530a70,Why Do We Need an Inventory of SHGs? +835,c9c4ca6bab1232e5fbce1ebd05481fd3,Can you tell us something about interest subvention? +836,77f395d0425ebc129ce75f84d9924e94,How to conduct ToT on Orientation of the CLF Members on Statutory audit? +837,36772619db7c4247d0251502075444ba,सीएलएफ के पदाधिकारियों को रोटेशन के बारे में हिंदी में जानकारी दें +838,a29a0dbb3b02b309e27bf33293f1ef04,What is dual authentication? +839,977b28a8c4e9c4148f004cc471db733c,What is dual authentication facility? 25 +840,fbba9fdebf717c47acdb189acf8de318,How long does VLF have to settle the account of an SHG after its cessation or withdrawal? +841,f366db94ae0bd2233e4abe7cccbbf95d,Provide the summary of dual authentication process +842,ee6e84ba069026f0ee41abeea556b13d,What is Implementation strategy for farm livelihood intervention at Village level under NRLM? +843,6fd877463ed71ca96276021c7456454b,What is the purpose of the retired institution? +844,b067d99e7bab09a8015bd4c61be5fa80,What is the roles and responsibilities of the state financial team? +845,cddeb5093386a4d9c616eca8f53b0b33,What is the monthly interest amount on Rs 150000 at 9% per annum? +846,1216518ddc8f7f2bea36e5fdb44cd77b,"If 20% of a number is 100, what is 50% of that same number?" +847,f0e3de267c3e6f037a2affaea17d3516,आंतरिक शिकायत समिति के बारे में मुझे बताएं +848,0ad50c271f65949e67466e89a8aa972a,Why Statutory audit is necessary for CBOs +849,feb63aaf2f73b53effc11b12a25c4e64,What is criteria for selection of MCLF to establish CMTC +850,f5b2a1eec56349a57183bbd99c5f7251,Make 5 MCQs on VGF +851,1c0e912eb338b7f957c73f97acbe8aa7,Who is the signatory for the (CLF) bank account? +852,80fc9eef67da0ec1abd8506546c2d8da,What is the objective of three tier institutions. +853,977b28a8c4e9c4148f004cc471db733c,What is dual authentication facility? 25 +854,4aedf5b3be10a17850daf72a18d75bf1,gender fund kaise mobilize kiya jaata hai +855,78398797c2c3fd15902a478593e7b5d3,पोर्टफोलियो अत रिस्क का फार्मूला क्या है? +856,77b641f4ce11b620811a96bf4e5169b9,एक्सटर्नल ऑडिट कैसे करते है +857,741ab1fc679afa19e7b5905d9ac7798a,CLF मेजर के किया कार्य है +858,9a151623e0fb8f1f387860e33d520761,मॉडल क्लस्टर लेवल फेडरेशन को विकसित करने के लिए CLF के लिए अनिवार्य मानदंड क्या हैं? +859,b8c4cc15cf56d814542afa22e772a402,Clf baithak me rgb sdayo ki kya bhagidari h +860,99b1419fbd30e0ee0752af2db2014782,what is the minimum idle fund for clf ? +861,d5fe5dad3e880cc1d29c69bedf414dc5,एमसीएलफ क्या है +862,39d688907fe0d33283baa1c2f0b6e03a,CBO HR +863,1b28e5bf82b0101bde345465ded92b6e,अकाउंटेंड की पॉलिसी +864,1fb9d27f05694b3665fc5796546c256c,How to identify lakhpati didis +865,b03d0cc94bc2750746d4245ddcfc3cbb,"What is a Gender Immersion Site in DAY-NRLM, and how does it help create and share models for gender equality?" +866,54572b73f8eb50ba20be844401aa70d1,how much amount of availability gap under +867,b6a527b87442766bb84a03fbb1b123e6,income expenditure ka management kese kiya jaye clf me +868,71077b8980cddd998f058fe4d22dedb3,क्लस्टर मैनेजर के लिए पात्रता क्या होनी चाहिए? +869,e56a9f89e35db27ee4b64069115cddd0,What is the minimum eligibility criteria for the CLF manager chain? +870,ff02cb2bce12a1a7975b58a676f6c574,"make a table with a list of non-permanent staff at CLF, VO, SHG level and their example roles for each" +871,9eb3c2b91ac700af73043bc2d1c7e6e4,सीएलएफ़ ओबीज का बदलाव कब करते है +872,331b3c3b708301a8c82a410e48ff8de6,What is full form of CMTC +873,1efab4c788fe8e6c75e1896428f1b912,immersion site ke key performance indicators kya hai +874,effca0259851eb5d4f4734a385f7d9c3,स्वतंत्र लेखा परीक्षक की रिपोर्ट लिखने के लिए एक प्रारूप और संरचना बताएं? +875,4dc5ef088b419b48951dd43391a84a05,What is dual authentication? How does it affect accounts? +876,11ea6f6fc5cc0adca097bc793241046e,Advisory on internal audit +877,c2f4c889084428ac1c62a3c9513d23b8,What is MCLF? +878,f935dac8b2bcc8d9836b78e722603bb0,Vo me kitne staff hote hai +879,b86ba118d36b187445f506b1bc5b892a,VRF kab use kiya jata hai +880,3c278e7e26af9c0627e89e1c0fc74217,CLF रजिस्ट्रेशन के तीन चरण क्या हैं? +881,9494ca7e864aef8d35f464c0f0117bb1,"How to do accounting in CLF, Vivo and SSG" +882,f92e0574c1d09f534c6475436e780423,What are the mandatory criteria for CLF to develop the Model Cluster Level Federation? +883,b35b1f3f4d4a1a36a772e056650d07e6,What is the flow of funds? +884,6e914974ad1b738ab1334970ceb3d795,shg ka formation ese kiya jata hai +885,ec43bc478df2348514d5f0b3068aa9b2,Who can become a master trainer? +886,897bedf7d01919194d3f9235b0eb53ce,How does the GRC function? +887,a8c1b06039ea1234fc10445bc06937dd,ग्राम संगठन के कार्य और गतिविधियाँ क्या हैं? +888,077be874f03abcd80c5734ea17c6f8f8,iCRP टीमों की भूमिकाएँ और जिम्मेदारियाँ क्या हैं? +889,95d10468d658c6044b2e6b5130806c05,AGEY ka summary +890,cdae76a3d043b4df3a6529fd5063c1af,What type of family receives support from Brf? +891,bb93673f85b6e25887a89cb53abf85b3,एएपी की परिभाषा बताएं +892,76a67df542ccdd6daa5cf870af3a5011,corpus ka mtlb kya hai +893,1036ee5b2674c046b530030fab53e037,what actions should be taken on non repayment based on review of DCB +894,3b4612eb4d23dd133250e4a8db5015aa,What is the cbos policy +895,20cf88c2ca2a79b71ce37b97d3b16e59,when will be conduct the internal audit ? +896,80b6a768b06fa5a2507b255b0c332d94,what is the internal audit +897,f07577f1b7b846126f024ea5e0347302,What is LLR +898,404e147d591cd8ebd04d04fa75c91043,What is the role of Vos and Shgs in Vhsnd? +899,4470e8893cde38ae0e22ba22c426c691,What is the minimum number of quotations required for purchasing any property in a village organization? +900,7bb5c6f25ddcd3488afb1c3f72d3ee5d,In which book do the members of a SHG usually record the details of their loan transactions? +901,a14849cae0bd5978bf80d07d68046ea0,आंतरिक सामुदायिक संसाधन व्यक्ति कौन होता है? +902,97bb7c6dfacf57bdcef1f5476f204c47,MCLF ki grading Kab ki jatati hai? +903,9069ccb527291e5496766828d9e9e1d0,system of leadership ko paribhashit kare +904,331b3c3b708301a8c82a410e48ff8de6,What is full form of CMTC +905,a787c587bd4d8ad2ec068fe3b315b0f3,What is books of accounts +906,bb9dfbf369b9d745876737c277a38aad,CLF staff me cluster manager ki salary kitni hoti hai +907,ca334de504f42928e42f848f28511de1,Different between internal and external audit +908,b43219b026acb55a6e03a28369ca3db8,सलेक्शन ऑफ ऑडिटर फॉर स्टेट्युरी ऑडिटर +909,c3310f7d6191ecb628a65e97c2cdc44b,Gram sangthan ki kya yogyta honi chahiye clf me judne ke liye +910,392835732e68d9b2963a489e255220d9,Internal audit kasa hota ha +911,a7967d7622ec372c06ed6d204d2b15e1,एमसीएलएफ क्या है +912,615936ec0a23dd3193256c7b64ef96a0,What is your double education facility? +913,a97cdcbb22a4f5697782f24d647f72c8,What is CMTC annual plan +914,82f33b0dedebbd12eaec9ad91d5209bf,Saving received from SHG into CLF/VO is called: +915,3cf9cd4d7a84f02edba090ff96bac989,सीएमटीसी की स्थापना के लिए एमसीएलएफ के मानदंड क्या हैं? +916,7977fab7d96fd6bf8c1314a513f508de,Advisory around Immersion Model CLF +917,66f9b3be89bc89c930f43e17fbd4bb88,How to calculate DCB opening Balance and closing Balance +918,732b89d66543ae2342a66e3501f29370,What is CLF +919,65ceed0ed49e5074c19118bbcbb4d833,What is the total budget outlay of for PMFME program from 2020-21 to 2024-25? +920,0973e6c94f8c8527473b1b5816c12b50,What is process of clf staff appraisal +921,4aedf5b3be10a17850daf72a18d75bf1,gender fund kaise mobilize kiya jaata hai +922,b85e40cde1eefd9ed3fc0a9005c00bd8,What is the role of CLF manager +923,b1c51939e4aee39445140a2c14b4cda9,Can a Master Trainer provide training to District Resource Persons under the PMFME scheme? +924,2a14cf2d33956348c2e7c0d278fc654d,What is the eligibility criteria for selection of CLF accountant? +925,14c91ddfc554c17d187e436a67ae42b0,What is the full form of FNHW? +926,3cc172bbe3e5378601c844c64e0f1f4d,What is SIP +927,c7fc99b828dcb513d681e54854daf9f4,Idle fund kya h +928,1fa0023c4ff0ffb32bd2f9ffc0207b92,सीएलएफ DCB के बारे में बताए +929,284a0cb034bf93734e8a4eba4d12cb87,What is the purpose of the social innovation? +930,66a13a1101e4f3eca981807e978f76e8,VHG ka upyog kaise kiya jata hai +931,a78abdf8a66e7ce08b0186ffa14a8e06,सीएलएफ obs के कार्य क्या क्या है ? +932,3220f0bdf9fe5f2f76577f5cc8f45242,What should be the meeting arrangement in the federation? +933,c94dc7a69753a038ce6f1ad9940c939a,"NRLM ke tehat universal institutional architecture kya hai, aur members ko isme kaise mobilize kiya jata hai?" +934,18d315879e1505a1c3e16b8b9ca8c3ba,फिजिकल ऑडिट किया होता है +935,98e2a90cd8bd228e4890a5ab9334e4ef,What are the objectives of Him Ira Rasoi? +936,2a2d58fa4f5f780457c60fb7d01c1850,Galat mat bhejo +937,9da9db776986923b9b32d071700bce5c,What is the purpose of RF? +938,335730027c045f337f741d5c192a07f5,What is the eligibility of Clf member's chair? +939,16793a3c386f5a6dbe87960688510ac5,What is the role of CMTC? +940,997f5139eb67254c0931f45894693551,"What is the total budget outlay per block for the program, and what is the unit cost per enterprise?" +941,5bafd507b2ee3eee0599cd86f465e8c4,वीजीएफ के तहत धनराशि जारी करने के लिए एक विस्तृत समयरेखा लिखें +942,8cce2441a071436c36edef6ed2ec24a2,"उप-समितियों की परिभाषित भूमिकाएं, जिम्मेदारियां और पोर्टफोलियो" +943,d919d65acbdc3c9de6d1e2d908a71ad0,इंटरनल ऑडिट के बारे में समझाइए +944,560dd37ed63801a301fc68d706b4fca6,"consider that there is a new CLF being formed, what should be the important work done for developing the CBO HR related activities across multiple themes?" +945,0fa887828e73a183399c09eb3a3a9b7a,"Need for viability gap Fund ? + +VGF ka upyog kese jata hai ? + +Federation ki jarurat hai ? + +Income kya hai ?" +946,732b89d66543ae2342a66e3501f29370,What is CLF +947,26aa6daa9c85902bcd5c4da3ff250079,how many subcommittee form in MCLF +948,edcba672a4c904054224a86688645e70,What are the criteria for an enterprise to be considered a MED enterprise? +949,96ac783bb1b8a62c9b8f5e1bbf906a25,वाट इस द रोल एंड रेस्पॉन्सिबिलिटी ऑफ विलेज फेसिलेटर्स +950,21df8d3230dc63ce413ec1ed4a323ff8,Need for viability gap. +951,13e911ad20edbe2b3e13edda3ec00b38,Dual authentication ka process kya hai +952,b0f70dec64e44ae43f0df7ad7035927d,सीएलएफ कि किया है +953,018b81c342d14d9033639c611321ab21,What are the key focus area of FNHW? +954,3a5fd671236ef42f98564a0efc7b3749,Who conducts VO grading? +955,b061f2f9bf625b95a391199981288f23,वैधानिक लेखापरीक्षा के लिए कितने कदम उठाने की आवश्यकता है? +956,4ddb00fbd7cc11a078c311f3473b8857,What is the full form of NBHM? +957,375ef0b9591082308d9a92e2d1720d8e,Who is member in SAC committee +958,c359f2f6a0694303bf591b910e908c99,Who reads out the proceedings of the previous RGB meeting in the cluster-level federation? +959,bde6e9e627beb1c608898d6ffdb700b0,CCL kya hai +960,17969fa32cb80b830094683ebaeef3bd,सीबीओ की वैधानिक लेखापरीक्षा की प्रक्रिया क्या है? +961,b7de08a03b9ee122113f2ce2de90c983,What outcomes can be expected from organizing the Him IRA weekly market? +962,3824bdb39ea94bdd9c7b4efe20538319,इन्टरनल ओडिट क्या हैं! +963,6da6f06adfb7b7365b3c602b2bb1721c,समूह सखी की पालिसी क्या है +964,9643b5fbfb9435ad58334d28baf5abec,एमसीएलएफ़ में अध्यक्ष क्या काम होता है +965,d85b2364ac3a8b671ee36839a8d091d9,पुनर्भुगतान दर की गणना कैसे करें +966,929414d20ac749952f7805a2ca67eba9,humare district ko accountant hire karni hain. kya qualifications honi hain? +967,64599151b18a516ac5a27103623baeaf,What are the KPIs of CLFs +968,32e87a9cd6a405824d6163e6e40209d8,What is impact of CLF OBs about role and responsibility +969,da07ade66f68bf61c7ccd5831d849eaa,सीएलएफ क्या होता है +970,879e588ab8ccf9bcd826d3d7b981c56e,What is IBCB? +971,a94c1827795bce5cad672f3a453f6b2e,"How do I increase inclusivity of women in self-help groups, especially from vulnerable backgrounds?" +972,b846d55b908f293ad4ce89577202fdeb,"What are the permanent and non-permanent staff positions at SHG as per the NRLM/SRLM Guidelines? (write in brief, only 10 words per position). Make an exhaustive list" +973,c44ff541b07789d5d7f965113ac36872,cash book kya hai +974,b9c3def99c812f2cf49f550f60c1c8b7,SHGs aur unke federations ke internal audit ke objectives kya hote hain? +975,997f5139eb67254c0931f45894693551,"What is the total budget outlay per block for the program, and what is the unit cost per enterprise?" +976,7139a54d8c879fc28adfe5bc84a61e95,What are the selection criteria for registration of the Cluster Level Federation (CLF)? +977,249214147f51080ebdad14aa262bf3ec,how can I leverage SHGs for the SRLM program? +978,d79697d0d25c9dabfcf8f97db992c708,Provide the summary of accounts document? +979,acb1d91e0e90029e21e9d5163824f1cb,RGB Meeting detail +980,b0c34bf2de845abfe8ba5c5f44d6272a,Who are the members in CBRM committee +981,af0c4c2002e330f3ed510553aba07978,"so far, what is your score?" +982,feda307cd7017bc115a21a6bb3d626a9,What is the planned structure for rolling out Participatory Guarantee Systems (PGS)? +983,65adbd8cffc2d21ba97f8da65b489cf5,ग्राम संगठन में कोई भी संपत्ति को खरीदने के लिए कम से कम कितने quotation की संख्या होनी चाहिए? +984,6a2cc399d441d3dc0e4f3136fb599a71,What are the steps involved in the roll-out strategy for implementing the IFC? +985,d02377a21fad890df73bad40a528e2d6,How many boos of record maintained by federation. +986,3914c1ad2654baefae55718cdb932384,repayment rate kaise calculate karte hai +987,2dc325bbe6f2d5fa65a34f5c51689754,VGF kya ha +988,1d0f8524445dc86746518a5bb696cb66,VGF का मुख्य लाभ क्या है? +989,220c73ed4f0cb8b8b11154dc31850560,इमरजन साइट में कौन कौन ट्रेनिंग ले सकता है +990,985e9780629bd5e0d54bd16c3942adc9,Vo ki audit saal me kitne baar hogi +991,2adbd375eee16e65cd3e2236a90fc61b,Change Language +992,ce80913614c114879c46bc64dcf9d2aa,What is Timeline for statutory audit +993,0bf5a03e1c343b8664bf8ec0b61f0931,Gender operational strategy. +994,14035956ac32ecf90761b5bee3c0bb0d,वैधानिक लेखापरीक्षा के लिए समयसीमा क्या है ? +995,61c5281f286c1b1222ec3e626be185c6,What is Financial manual summary +996,98829661dff2052d23a2b96410b642b3,हिंदी +997,4e626d687e1321d2bc1ec94542bce7fb,yeh dual authenticaion mein kaise use karu aur iske fayda kya hain +998,fb550150c0719c5566c61e2f8b47b5df,प्रोसेस ऑफ द सीएलएफ स्टाफ रिक्रूटमेंट +999,01045c20bfd6c139476add6779455e8e,What is NRLM and how does it help India? +1000,beee38339d6f4832c4d8a5daf34e0e63,What is the criteria of MCLFs to establish CMTC +1001,a9ae3352c70e06b53b326ad04e3c80fb,"How are funds released for the annual demand, and what determines the amount?" +1002,e0130174360986eae3e46e83f5b41b4e,What is the monitoring and reporting process for LRG? +1003,0601c35d32781f0ed9e16b65d75f7437,What are the roles and responsibilities of CLF manager? +1004,efe8a69b1eccffbd8acc73e74f985782,"What are the permanent and non-permanent staff positions at VO as per the NRLM/SRLM Guidelines? (write in brief, only 10 words per position). Make an exhaustive list" +1005,9eb85d9d18e64caac712c9a28f5d6238,What is the role and responsibilities of CLF OBs? +1006,1aee97fb350f013709c37eff87fc51fb,सी एल एफ है वो किना थ +1007,f1b14c26b3e8731f45edf0b5a825009c,how I can I use the revolving fund (rf)? +1008,9d8c90c3abc2cda355549addfc3cd5ba,एसएचजी ऑडिटर के ऑनबोर्डिंग और क्षमता निर्माण में किन विषयों को शामिल किया जाना चाहिए? +1009,c86f6544bfc1475a19b764c9320dc577,What are the responsibilities of CLF and OBS? +1010,73f7725899757317dd69021f08df9531,Dual authentication kya Hota hai +1011,a13c35ee88316c2916bd21b500bc6368,Is there budgeting component +1012,e39244444a2dbd68a575f2f129e2047d,Statutory compliance kya hai +1013,d435c80ef4a5b1914010ed202ebea5c7,सच्युटरी आऑडिट के बारे में समझाइयेमांड बा कमान +1014,65d362bc253f2f9436ff6ca37b8cf3d7,What types of support are provided to food processing units under the scheme? +1015,919b3178f27f31f2c1e8c98c4b182400,संकुल स्तरीय संगठन में हम एक समूह को कितना रोतेशन में ऋण दे सकते हैं? +1016,77e168db0c81b90789cac123f09e1e7a,What is the frequency of internal audit of CBOs? +1017,4ddb00fbd7cc11a078c311f3473b8857,What is the full form of NBHM? +1018,13873571218dfe5f800cbdc2866c3b6b,What are the roles and responsibilities of CLF manager +1019,7e923a413260734122fb594a046a0756,What is the process of dual authentication +1020,85363aae2222738de3f827b7cae46653,What is the full form of GRC? +1021,bd1840d92c4f986bea67506e4bba0345,Clf obs rotation ke baare mein bataye +1022,c70a015271b79b3a3ad3283002fd3cd2,Who are OBs? +1023,620a91dd27ea0dd796a641ea459176ad,How many Staff of MCLF ? +1024,66b038f58f92a1c8ccdabc9a93fdf6d3,Provision or allotment made regarding the fund ? +1025,30bfe56c65f78d9b8f8fc0908fd85fbd,HOW TO CALCULATE LLR +1026,b810b193ec6714c5de97c8a63774dc85,क्लस्टर लेवल फेडरेशन की आरजीबी बैठक में कम से कम कितने प्रतिशत आरजीबी सदस्यों की उपस्थिति आवश्यक है? +1027,cfbd38abc8552e3694bcba983d5195e6,What is ICDS? +1028,c1dce41c15f10c02990080c4007b2c12,How many types of staff are there in CLF? +1029,435261513db1e36a9caa3e68dc99cc98,"How many Community Managed Training Centers (CMTCs) are planned to be established and managed by model CLFs as per the order dated Jan. 2, 2024?" +1030,e4f7a43d92763d57acae660fd104e557,What is the role of business correspondant? +1031,38996ed0e92bc0a55bc6ab7843ce50e5,Brief the HR MANUAL +1032,c23a26cd388a1e83115ccd14e6a0ba83,सीएलएफ़ में सीएफ का क्या काम होता है +1033,922a1e67fe2d4eaea290da940c756cf2,क्लस्टर लेवल फ़ेडरेशन पर इमर्सन साईट क्यों जरूरी है +1034,08c240aac9b6a4baf044b74e3d7760ac,What are the expectations from CRP? +1035,f5bed85bf3e73692497c1396bbcfbc9d,CF kya he +1036,03459a19b3933977a8275df72aa038a7,Or cluster audit kab kab hota h +1037,5664b25d94cadf90f019d6ab2688964d,एस एचजी म लोन कैसे ली जाती हैं +1038,d2124cd9d8ad06240e20ed726b8ecc16,We will explain the CMT and the questioner manual in detail. +1039,81a9920939857626edbf054e00c80c6c,Who are the key staff deployed at CLF level in model CLF program? +1040,672825e4cd76826d53c7e7c2bdf405a9,What is the process for external audit of CLF +1041,6c7a0e0fed0f6ae0bdb9f02745cdc905,What is asset acquisition policy mean +1042,792f798f1d295454ad8a50b7d4998827,BC सखी के मुख्य कार्य क्या है +1043,0828541a98f5aea55e41bda800e4e7ad,Who can be a Bank Sakhi ? +1044,b4667180c9f080bd227b978dda3ea3d2,What is importance of loan portfolio and its effect on federations +1045,544abc25617e0b95feff5dd92de242f7,Dual authentication kya hai ? +1046,9a151623e0fb8f1f387860e33d520761,मॉडल क्लस्टर लेवल फेडरेशन को विकसित करने के लिए CLF के लिए अनिवार्य मानदंड क्या हैं? +1047,26b0c4cce6d8d67a001af0b7dd58e323,Why have the model CLS sites been created? +1048,ac0b958e9753d7b74a687480ec228763,Explain PAR +1049,5bafd507b2ee3eee0599cd86f465e8c4,वीजीएफ के तहत धनराशि जारी करने के लिए एक विस्तृत समयरेखा लिखें +1050,55cb4d5176a1cdbe91a310954265cca9,What is the CLA's income? +1051,df1037b70ca60d90d7460e3c5eeb5da9,what are the eligibility of appointment of SLF accountant and his roles and responsibilities +1052,a528ae84002b040c3651814925bdde4c,What is action taken report +1053,a8c1b06039ea1234fc10445bc06937dd,ग्राम संगठन के कार्य और गतिविधियाँ क्या हैं? +1054,4adbdcd5c1308e544137d09e647aab29,What is the selection process of cluster manager? +1055,ba85c81872276dd678506545ea0f866b,What criteria are used for selecting villages for the organic village clusters program? +1056,970983997a810238a614e18d346e35cb,What is the purpose of establishing an Ecosystem of Support Services (ESS) for millets under DAY-NRLM? +1057,8567d9e22fd28272082d6f5ca5a33e37,Give me a summary of HR Manual +1058,35bf00c9f74f69244a7d482c5e2f1b8d,CMTC kya hai? +1059,60cf1301013d928fa468f9c55ba561d5,Vgf ke paise ko use liya ja skta h ? +1060,9a129c83bbf286056dea38221097d1cb,What is vgf +1061,b14deee05cd08dcff1e084d359e8dd1c,Show me MIS progress report +1062,54e441f801239a3f7128de5638b9388c,What are the roles and responsibilities of CLF OB's? +1063,f54ec9e02fd134c913663e411261ef19,HR policy क्या है +1064,a0aa5f1b6e0b55c04cfbf5c2b0e1fd7e,Procurement policy? +1065,1bfe8d552e176214a727e08a87528a87,What is liquidity management +1066,eb76f4a6a4c8022b68eaa30c9eff10fc,What is the eligibility of Clf manager? +1067,4e34a9b057ca795b7dfaf22abc827621,What is the system of leadership and governance ? +1068,d2dc0d807f5188cd62fa52440c60c222,What are the four key implementation activities for FNHW? +1069,fef71fd0eaf1d5e977ee637c001c68c3,what is double entry system +1070,ee456fe21bb2fee65621898b334f2771,What is LLP +1071,5ff0414a916b632b22565979b17f626a,What is the main summary of the document - “guidance note on clf” +1072,b5f08bb4cb87302697fe120075ef37be,सीएलएफ उप समितियां के बारे में +1073,22096deabc5bc5b2d838c2d134e640a6,रीजनल कोऑर्डिनेटर की किया के कार्य और जिम्मेदारियां +1074,8a73f6bcdca886d1e0163a4176afff71,What is the CMTC +1075,d98926f58139082945f8d4391b214687,What are the minimum eligibility criteria for CLF Accountant? +1076,bb51ab3bd52d4cb95f86d23407b41592,Who is responsible for issuing directives at the national level for the A-HELP program? +1077,15a8918fd57b3e3386af51bc3ea495d8,FNHW Core committee ki repomsibility kya hai? +1078,37bd92ab35e9c65f734260df49eaebd3,What is FCRA +1079,7497664b582364a437a5766a9879c194,Information about AGBM +1080,61cbf5ff0830beaf9a2eb0e9cb3c9a2e,How much amount of sustainability that fund VGF? +1081,476feac2ba11451c46841e54da6b5079,Outcome of cadre training base line survey +1082,69751d0df3a94075044e014a161076bf,what is the life Cyle of CLF +1083,f3e327b71db71e73e350796d7144bff8,What is the criteria for the selection of CLF immersion site ? 25 +1084,df2959d1cdacd5d5bf2366e8ed4cbd6b,What is the full form of VF ? +1085,9f7224576d4255043a9daed706f0a362,एसएचजी फेडरेशन की वित्तीय प्रणाली में दोहरा प्रमाणीकरण कार्यान्वयन करना +1086,5eb833bc90f678318b139600f229400a,what is CBO +1087,566424a26436c1f20f4830eb237583e7,Accounting period kab hai +1088,75e099bd2974d3f6ebbfbad3c19ef0db,सीआईएफ उधार वापसी की कितनी किसने होते हैं +1089,6f3f5f9c3db325dc2edd9ee59cadfa75,Types of audit +1090,7151f02463e4295318dff053ac8e1c0c,Is it mandatory for the SHG to avail loan from the bank for the productive purposes only? +1091,1578d421bc1705cdbd3237d494a45714,What is the internal and external writing? +1092,87c784756fd9dea4aa7df294380d86f8,Cmtc centre ka criteria kya hota hai +1093,94d721aabf24dac640e7852fe8766410,स्टैच्यूटेरी आऑडिट के बारे में समझाएंगे +1094,bd3dcf7a5de3618c141f1c50682eaac2,कैपेसिटी बिल्डिंग ट्रेनिंग क्या है +1095,d4fd0b69ac036ceedf21b1d6943e5e64,Eligibility criteria of trench 2 +1096,e07152c2a9e05a614117297c76053f7e,how can I get FCRA +1097,fedbe61b5212235e1898385d74a7b9d7,CLF manager ko selection ki eligibility criteria kya hai ? +1098,8d472b8e834f8e62b490a330c436457e,What is immersion site +1099,3d2df6f06fd8746ba1d624596c244e0e,What are the different types of Audit +1100,3eb10fb88773af1cf00fe74a25f11e38,mandatory criteria to identify immersion site +1101,cddeb5093386a4d9c616eca8f53b0b33,What is the monthly interest amount on Rs 150000 at 9% per annum? +1102,5d9d4ea738a1e5e3d78891daeb68ff2b,modal CLF kya hai +1103,d2124cd9d8ad06240e20ed726b8ecc16,We will explain the CMT and the questioner manual in detail. +1104,324d5a6c72f8171259795904c97d61a2,What are the major pillars of immersion site that shall be strengthened +1105,099729cebc84d6d742673353400d1185,स्वयं सहायता समूहों के 10 सिद्धांत क्या हैं +1106,56238b6b2f92700be314e0cbfdabc054,what is the indicative progress of SHG Cycle with timeline? +1107,7c3e9b1d6d4a5c284cdd2e2ca3fd7464,what is financial mamagement system in clf +1108,a6706ccc1683bf239bba74adfbbe931d,Can VGF be used for purposes apart from working capital +1109,830411cedc2cbd99cfb419da9af88bd5,What are the responsibility of clf president +1110,59b4a8463588b58d0d1d8a31c5250352,वाट इस द लाइव ओपन +1111,90323c7c926e933613f1ee0468ac9b06,RF detail +1112,5f98c2b6a9735be53d6ae4b352084d26,CMTC operational manual +1113,e0e3836d708193af9cf451bec39ab7db,Who is the signatory of the CLF bank account?? +1114,42cf11a6a3e736e7d12def6c35c38c0e,Sangatanker Accounting Federal +1115,927dd7888d848b71af6bb32ed40e315c,What is the convergence between NRLM and MGNREGA? +1116,179102dcfd4415b6ed4d579ca662a0dd,What are the major pillars of the Immersion site? +1117,075b148740295a8e72f3d768f3f99a09,Generate a power point presentation on model clf +1118,ccb4b96242eee3cd02fc42afe5e52582,भर्ती का विज्ञापन निकालने के लिए किन बातों का ध्यान रखना चाहिए +1119,bed42b0cd39516f36f71fcf47ba00fe3,"What is the daily allowance for SHG members, and how is it budget?" +1120,8e77717db748c9c6956872d7e0561fd0,CLF अपने स्तर पर क्या-क्या व्यवसाय कार्य कर सकता है +1121,da921a8f484e142335d046ecc2082535,what is the objective of gender resource centre +1122,5781771a4ffe7fb66f3061b1e99bdeec,What is VGF for M-Cellular? +1123,653d94ffa8d2ea61cfa00a900e00850b,What is CL +1124,080097df4b825df555addad38258b1d4,Are CLFs allowed to book stationery costs as legitimate expenses in their books? +1125,822a6ca5995214acb8c63501329d40ba,Means of revised guidelines? 25 +1126,a0129cb7b2b2ba1a9dd9700489e93a7c,Information about CMTC ? +1127,6470320ab1ce4c9e5e5a17ba9e48f6e8,How is MCLF working in remote locations +1128,9d1a8e0e57e15f4fc6f2a77bdf913786,what is a village organisation +1129,8a7665c21508ba1046eae3a175fafef1,VGF kya hota hai +1130,0efbb3f33b72880622c4e68e682a9c39,VGF की मूल्यांकन प्रक्रिया क्या है? +1131,edc2c56a39d4883c3463db70ef55c92e,वाट इस द फुल फॉरम ऑफ सी बी आर एम +1132,bb4bd16055981ab4c1050930af09aee2,How can we calculate OTR +1133,080d8a745f6a6ddbd41aae88c5d0d730,SHG federation ko kaise increase Kiya jaa sakta hai +1134,be87ba52541e082e4b1b79a34a9b8982,महासंघ की लेखांकन नीतियाँ क्या हैं? +1135,d79697d0d25c9dabfcf8f97db992c708,Provide the summary of accounts document? +1136,51b08989e4e8410400390fda69fe2d1c,SHG Audit ki fees ka payment karne ki kya guidelines hoti hai? +1137,ce8910ca2503be597f85c02b61cb4c43,Staff qualifications and years of experience +1138,c0b2037088af90b07a639de28ee3b042,Show me the hierarchical structure +1139,55cb4d5176a1cdbe91a310954265cca9,What is the CLA's income? +1140,57e73c6601d64db5772c3556beba4a4f,SOP ka kya mtlb hai +1141,930ff7e1ac3556adb9d621840d8aca44,What is the eligibility criteria for cmtc manager +1142,ba85c81872276dd678506545ea0f866b,What criteria are used for selecting villages for the organic village clusters program? +1143,02ccee8f97ecf5559d4db1c4d5c1aa9e,What is the objective of community audit system of CBOs +1144,2bf6ef4db53f59e5a528da870814e377,How does grading take place in SHG based on its life cycle +1145,7493fe102169aae5afbb7f87896e092b,What are OSF guidelines +1146,1f299edfe3b4fa7300827e46863ddd1d,What is Dual Authentication? +1147,bc63b3a98fa8e7a6e18ee0d541c072ee,महासंघ के निधि प्रवाह का वर्णन करें +1148,e31d01137e13097efc191fc9a3c62242,What is the frequency of conducting SHG grading? +1149,95b3bba5735d209a174a4676610fa21e,What is the main task of MTC? +1150,365aab03ffa7479ecb04add868810d13,Explain asset acquisition policy ? +1151,949e9488cf9b8ff95c6931376f49827c,What does 'subscription of regular savings at SHG level' mean? +1152,631f6c04f5f6f2f95f577f5c5e44c232,What is RSETI? +1153,d41fa9c091674c7484efa63a816bd878,What are the steps needed for statutory audit +1154,74c333f5a3736796fd0989a2bbe7801c,What is components of internal audit ? +1155,5fa6afdcb30d8b71c7da770aad784a2d,What is CMTC in Hindi? +1156,03459a19b3933977a8275df72aa038a7,Or cluster audit kab kab hota h +1157,f966407602c871b3120d8bec4f4364c6,What are the guidelines for membership in the ELF? +1158,e8f2745f9b38f94a99bc40f19b6fad48,HOW TO CALCULATE LOAN LOSS RATIO +1159,e861597e288db56655af882d2a273354,Statutory audit ki jimmedari kisi hai? +1160,791949a991493d5c5589c260eef13da2,"If a Self-Help Group (SHG) woman purchases a bicycle for Rs 10,000 and wants to sell it with a 10% profit, what will be the selling price of the bicycle?" +1161,a59ecf2b5f88748a73c0df2263c945f3,कोर कमेटी का कैसे गठन होता है ? +1162,f6b3e587b685c2be938c46e1e087e9f7,Whar percentage of rural micro-enterprise has invesment upto one lakh and below? +1163,16eb9bcadedf1ef9e4c91c3aff168a12,क्लस्टर लेवल फेडरेशन का पंजीकरण महत्वपूर्ण और आवश्यक क्यों है? +1164,4c1bb90740c0bcb2442744a50832da67,immersion site +1165,8628f26d44433e5e3488224e72cd7416,What are the OSF guidelines under NRLM? +1166,41141c36e126451d18dc79c630cece35,How does the One District One Product (ODOP) approach benefit the scheme for food processing units? +1167,8d77c26641e816d4d094fde602781b27,What should be the process for employee resignation from CLF? +1168,32bf7721ae4989286718530ab0f679c2,इमरशन साइट में किस किस स्टाफ की ट्रेनिंग करवाई जाती है +1169,66079918b8d848a6bb5a038f6b8ead4b,what is RF? How can I use it? +1170,68f6fed11582c567a6ffd71e0991bcdf,What is the eligibility for VO level community auditor? +1171,8a7665c21508ba1046eae3a175fafef1,VGF kya hota hai +1172,b450624b5574038fa0faa87ff9c5bd3b,What is SRLM? +1173,b91a44ac8d0cac2767c8a5076cec3d55,What are roles and responsibilities of OBs in a CLF +1174,aedb10625c5bba0db6a7664ede6bb616,What is the difference between bank sakhi and Bank mitra +1175,860402bac31c43071ecb0b853f3121b8,VGF kb upyog kese jata hai +1176,febedeb7659a00f4cc64302416dac8ea,What is the rate of interest charged to the SHGs for loans upto 3 lakhs +1177,681379c5dec8ea8d2808ab66aab287aa,तो लेवल फेडरेशन क्या होता है +1178,a5202505ae45fd1ea7afff89c74d3d87,Internal audit Clf k liye kyu jruri ha +1179,0457a5e2f92a3c325a8a774b5d70a639,When advisory issued for promotion of moringa/ drumstick in convergence? +1180,16c73db94e8811f2eccd52c032f42451,What are the four key aspects of the Millet Intensification Program under DAY-NRLM? +1181,db618d71e82129380c1b30fe115bfc9b,What are the four key elements that the KYC policy includes? +1182,a7b1fb382153d7dc14eada7422e15831,"What is the management structure for implementing and monitoring the scheme at the Central, State, and District levels?" +1183,24c58491bbe4cac8ee08d1028d8e4c3a,CMTC prabandhan samiti kee kya bhoomika hai? +1184,9c2587775ab17fe30d3832a869db7434,What is the timelines for the release of funds from SRLM to CLFs? +1185,d711750cdf198ecacf28ff0f1ae5c4a4,व्हाट इस द सी आई एफ एमाऊंट फॉर एस एच जी +1186,3cf9cd4d7a84f02edba090ff96bac989,सीएमटीसी की स्थापना के लिए एमसीएलएफ के मानदंड क्या हैं? +1187,c7dd82bc6a345037abb6415c9dbe2444,"No, I am not talking about this. I am talking about the Financial Systems of SHG Federations." +1188,052b5d67d84d9483d437187574f4f23d,Internal Audit of CLF +1189,4454e2f4221c32bcac5f8c5298c09aaa,VRF ka full form kya hai +1190,c3310f7d6191ecb628a65e97c2cdc44b,Gram sangthan ki kya yogyta honi chahiye clf me judne ke liye +1191,2827b7df696ec840736e6efea5260b4d,What is the main summary of CMTC operational Manual (HP-SRLM” doc +1192,9cc260f8f160b4c26b6b0af178dc5991,What is Governance +1193,7b492ab2b3e83af413ffa156baf60b20,"What are the broad areas to focus on for understanding potential commodities, business opportunities, and market information?" +1194,cdae76a3d043b4df3a6529fd5063c1af,What type of family receives support from Brf? +1195,49c81f0cad455b92895cff7d3889d621,सामुदायिक लेखापरीक्षा प्रणाली का उद्देश्य क्या है? +1196,d9a830c1461dd46245a7795005863893,What are the responsibilities of each and every OB in CLF? +1197,d1fc5fb0aa1465fc7d4d864b1f98ec7f,How many books of records need to be maintained at VO level? +1198,393b506213c42809d635997ec228ce05,Give me a summary of NRET Procurement manual +1199,e9655d41584389fa8473ae4729e0c0d9,Who among the following is responsible for writing the books of records in the cluster-level federation? +1200,8617a68eb5f772c220f24a6c1d55480c,What is the mandatory criteria to identify immersion site +1201,38996ed0e92bc0a55bc6ab7843ce50e5,Brief the HR MANUAL +1202,6a16ccd4ff97e8d41bff11f0ca8d703c,ह्यूमन रिसोर्स मैनुअल का समरी +1203,009ba5c3dc40cf3cf00d782fb31cc2f3,Manual financial system of shg kya hota ha +1204,3b831f2fb5a9c955a1b7d498aa5690aa,सामुदायिक संगठन में ग्रेडिंग की आवश्यकता और लाभ क्या है? +1205,0828541a98f5aea55e41bda800e4e7ad,Who can be a Bank Sakhi ? +1206,885379224dc7319f1c6f85c573ad0347,Please send Advisory on internal audit +1207,7bb5c6f25ddcd3488afb1c3f72d3ee5d,In which book do the members of a SHG usually record the details of their loan transactions? +1208,45bf079cf1855b28f57373b59be945ad,एचआर मैनुअल क्या है +1209,90c4ca80338f2b2f53ecb8af96ec081b,explain about HR manual +1210,929414d20ac749952f7805a2ca67eba9,humare district ko accountant hire karni hain. kya qualifications honi hain? +1211,d60ad2fb57b38d1742f41e1f2f7b4cea,वीएलएफ की आम सभा की बैठक का एजेंडा क्या है? +1212,abf1b474df1e6e8218fd27b9243c9dda,SOP kya hai +1213,1d8ae136947239b9bb21b715f2f1954f,What is the criteria for immersion site development? +1214,022af0bb7d856e6b37bc56c6fd429859,what are the different types of audit +1215,a59ecf2b5f88748a73c0df2263c945f3,कोर कमेटी का कैसे गठन होता है ? +1216,fa42a0e55c6823237064c39c1b34372c,CLF start up fund kya hota hai +1217,c6654d3656c7c1da1383e643379d14da,"मूल्यांकन समिति के सदस्य कौन हैं, और समिति VGF की सिफारिश करने के लिए कैसे काम करती है?" +1218,f4f790766594d848cd9ea29246e5e913,"Grey bands, Red Ressels" +1219,1808c41f35dd3054eb683c32caeaed5e,टाइमलाइन के साथ एसएचजी साइकिल की सांकेतिक प्रगति क्या है? +1220,e1f997da7884595f4bda88287c9927ba,What is the depreciation rate for assets +1221,6da6f06adfb7b7365b3c602b2bb1721c,समूह सखी की पालिसी क्या है +1222,1c89b95605a61814aed01fa7fd5dcea9,What is permanent and non permanent staff positions at SHG as per guidelines +1223,f73094288daeb86aa0fddd062266ced2,आंतरिक सीओबी ऑडिट की प्रक्रिया क्या है? +1224,4fdb279443485533ddcc6dda670c311c,What is the process of utilization of VGF funds. +1225,2d3bb8aee8e374e393f7d4fee876103c,What is the process of SHG audit? +1226,20cf88c2ca2a79b71ce37b97d3b16e59,when will be conduct the internal audit ? +1227,90c4ca80338f2b2f53ecb8af96ec081b,explain about HR manual +1228,8cb0329a6d572789f4c0559b39815730,What is Intensive blocks under NRLM? +1229,35ed51fb253bbff086080b9ed6d74264,What is the main purpose of the Viability Gap Fund (VGF)? +1230,61910d68bc0353c30931890b8f4da095,Rational of Model CLF immersion site +1231,72cdd48fbd3610889b95dcc4dbc71e32,What is a dual authentication facility? +1232,37971a3a7bf22addd4cd02d8c6ba6e9f,VGF Fund kab mang kiya jata hai +1233,90e27ea50dcd68794ae100d4e3b88375,"What are the permanent and non-permanent staff positions at Vo as per the NRLM/SRLM Guidelines? (write in brief, only 10 words per position). Make an exhaustive list" +1234,5afaa01b91b40394439a347ebb2b0016,Who grades clfs +1235,e6c7e8f34534773a590e25680dfa3801,I need 25 MCQ of PRI CBO documents to Training need assessment of CBO office bearer under NRLM. it need it all in very simple and Hindi language +1236,2af8f3ac0d38de5a3a7a29ad46257df3,What is RL? +1237,17a7fe782b5ce25595f9e4812e6a9516,Is VGF applicable for all NRETP only? +1238,39d4b2ff155a10bf29612551b5510241,What is the maximum CUF funds permissible in Andhra Pradesh for. AGEY +1239,c7fc99b828dcb513d681e54854daf9f4,Idle fund kya h +1240,03f973f8519212fa8780921a73eaa749,एक सी एल एफ को स्टार्टअप का कितना रुपये मिलता है +1241,1f4201f766cc7d76f81c56f2a569d9df,Clf all books name +1242,31acffe745f4cd04ba81bd240f4a0f84,SHG kiya h ? +1243,11368ad6c75c825dc257e9e848c77e9b,सीएलएफ के पास सदस्यों द्वारा शिकायतें दर्ज कराने तथा विवादों के समाधान के लिए क्या व्यवस्थाएं हैं? +1244,9b5c8bc994fbce0a468340630fd08ef5,Why is Nutrition Garden required? +1245,b1a0475f68266d967a19e890abb568ac,At how many levels will gender forums be formed? +1246,df4294bcaac9f5593420bd92b2f49982,सी बीओ एम सीएल एफ लेवल ऑन ट्रेनिंग +1247,7db749d091a6e0a64dea43ce89a4ccde,Impact of leadership training +1248,b363a2593efc5459979c8e6146b94ed0,क्लस्टर लेवल फेडरेशन के अंदर हम किन-किन कर्मचारियों की नियुक्ति कर सकते हैं +1249,1f4201f766cc7d76f81c56f2a569d9df,Clf all books name +1250,896480f72867611955297f19023a4772,मॉडल CLF में किन गतिविधियों की योजना बनाई जानी चाहिए जहां डिजिटल वित्त और बीमा हस्तक्षेप शामिल हैं? +1251,214966b265a9feb2fd6408f0656847c2,What is age limit of VF ? +1252,dd7a4cbae57e194e67a168e3c2f7f51d,Internal audit kya hoti ha +1253,620a91dd27ea0dd796a641ea459176ad,How many Staff of MCLF ? +1254,545c8c2e0d9b05b8b4742b87cd25eaa7,How many Books of record in CLF ? +1255,e61b8b4f6447b418978ce9917fbac022,Federation ki Account policy kya hoti h +1256,24c88104af5382f9c3bb6ac61242c6c2,What should be the Operational self sufficiency of the CLF? +1257,27b3e568fea6f402409cd1afe2d7f535,यदि इस मामले में एसएचजी बंद हो गया तो उनके स्टार्ट-अप फंड और आरएफ का क्या होगा। +1258,a0eeef5fc43d7af46ce4fc7df6f695e3,सीएलएफ मैनेजर की पॉलिसी के बारे में +1259,bb9da770c158975d9f2dedba40db4f87,what is the audit calendar of mclfs +1260,f2e95d989c0e0d9bc5d5d390c932ec80,Internal audit kya hai?? +1261,8ea55a0930807de43b366d7f25c09c4e,What is vrf +1262,eba1470f6c14b63360f0f3e17550cac3,what is an integrated approach to address identified key focus areas within FHNW state strategies? +1263,83abbda9d6ed3935745cdc6e732b72e3,लोकल रिसोर्स ग्रुप के लिए कितना पैसा मिलेगा और कितना पैसा देना है? +1264,35e3babce96f15b66ef90b5b14eec175,Mclf mein immersion site ke indicators kons e h ? +1265,1afee6390b82b27aa178db6df7072310,What critical points need to be addressed when establishing the VLAC? +1266,184ebd959ef6b4cd86eab4c3acdc388d,Is there any penal interest charges by the bank on SHG loan accounts? +1267,6ba981daadf35e68247d93a84fc3d1c9,What is RF +1268,31c6b22b10698f96bb66189d69983349,VO currently have dual authentication systems in place +1269,8e4ba877ab685c3c4fafe78a0f8cb8ed,What is the difference between capital and revenue. +1270,3e4a47cd7dd8bfd05f35e4d136bbfdd7,write an example of the Independent Auditor's report +1271,c9c4ca6bab1232e5fbce1ebd05481fd3,Can you tell us something about interest subvention? +1272,1f299edfe3b4fa7300827e46863ddd1d,What is Dual Authentication? +1273,791949a991493d5c5589c260eef13da2,"If a Self-Help Group (SHG) woman purchases a bicycle for Rs 10,000 and wants to sell it with a 10% profit, what will be the selling price of the bicycle?" +1274,98f27c64fdad805a14ed657c64f2e802,Vrf. +1275,38df0e33f658981613a15edb0d5fcb14,What is the staff structure of the SRLM +1276,c7ad90d0288350d072ac4c803fbfe059,vaidhaanik lekhaapareeksha ke lie lekhaapareekshak ke chayan/niyukti ke lie mahatvapoorn vichaar kya hain? +1277,26bc6477a35a53ecdf36e7f0aacc1cf7,Main district collector hoon. Kaise upyog kar saktha hoon SHO aur SHG ko? +1278,4d26abad066b3f377fd6cd67b86ab785,Visioning kya hai +1279,16793a3c386f5a6dbe87960688510ac5,What is the role of CMTC? +1280,fe929343da83d5a094cc968f31673e1f,संघ के लेखांकन पद्धति को समझाएग +1281,2bf6ef4db53f59e5a528da870814e377,How does grading take place in SHG based on its life cycle +1282,96d15388e8196fa5527c8757ee5abb18,What infrastructure and amenities are provided to ensure safety and comfort during the Mela? +1283,cf4c0a75a4a792fca1c1c4b54fb6cf6e,एनआरएलएम क्या है? +1284,179102dcfd4415b6ed4d579ca662a0dd,What are the major pillars of the Immersion site? +1285,ab906d8f54c3c83726bbdad1b09a044f,governance kya hai +1286,1f01202b3079bfe5b1b44433c2209295,स्टैच्यूटरी ऑडिट क्या है +1287,95540bfe5652c9201920b3dc9edcbcc8,What is the objectives of statutory audit and external audit in CBOs. +1288,fd7ae93e08b7a11d37e7d936eb521881,Guidance note for promotion and strengthening of CLF +1289,3a4b0e8763a61787b99b1637af007d39,Inflow and outflow of liquidity management +1290,dd7a4cbae57e194e67a168e3c2f7f51d,Internal audit kya hoti ha +1291,0848af79c6079fd70eed5266611c522b,How can advice to shg members on proper pmfme fund distribution. +1292,187a6400a9e75331fd8b1533bad7aaac,अंत समाचार विस्तार +1293,9a475ee09bee1d69d6a96fab52b4eb2b,"Thank you but this answer is very long, please make it short." +1294,77c26db06cf9c9652f3efb258cad6ecf,18 G रजिस्ट्रेशन CLF के लिए कितना जरूरी है +1295,16b6e0e2a2a4cbef9177b3fed9278a0d,What are the major components of Model CLF? +1296,1b3f73979976bd05196c077e38a69403,Federation ko audit kaise kartein hai +1297,5218a2c43bb562825ecaf764c1ab4f1c,How to decide the policy on expenditure? +1298,42cf11a6a3e736e7d12def6c35c38c0e,Sangatanker Accounting Federal +1299,00f0a1c13f26642a41be514aff20e17c,SOP on financial management of CLF +1300,55db0c1c25ea1200a06d7ae236cb567f,Dual authentication kya hai +1301,b8c4cc15cf56d814542afa22e772a402,Clf baithak me rgb sdayo ki kya bhagidari h +1302,7151f02463e4295318dff053ac8e1c0c,Is it mandatory for the SHG to avail loan from the bank for the productive purposes only? +1303,6f47deadf06801f761a80945f06b5f0f,What legal compliance steps must the host CLF undertake to ensure the proper functioning of the CMTC? +1304,7cf16dc71c74a1a0cdc019b20aacf013,What is the eligibility criteria for CRP-HNG? +1305,da81614bbc10464485e7b3c32b5de4d7,ग्राम संघठन के लिए ऑडिटर केसे चुना जायेगा ? +1306,f07d9b3107330be065b8a38c3b49d2c7,What is a PG and FIG? +1307,2ff192860cd2d0d51dc7fb22aa929524,What is the eligibility required for cluster manager? +1308,c2640f7c6f3bdc504bb43d569a8bdeff,CMTC क्या है और इस के क्या उदेश्य है? +1309,4851a6c95cfb0de130c854a553a6bc20,what are the provisions of statutory audit in Andhra Pradehs +1310,7497664b582364a437a5766a9879c194,Information about AGBM +1311,bac46b9ff43e0df43f4e33c86a0ede58,What is the business correspondent model +1312,c15d5c6ca9d0f66d84521ea340e1fd05,What is the work of CLF officers +1313,ca6666d64b3ffe324bfd0c883f0af05e,Has there been any modification in the AEGY implementation?? +1314,335730027c045f337f741d5c192a07f5,What is the eligibility of Clf member's chair? +1315,44c4000c91379372ea31db3eb696f4c0,define the system of leadership +1316,31744b7996b87ad1fa91550bca1d1fab,मुख्य मेन्यू +1317,6bc5892997856ddf64111a48d964c9af,What is JLG +1318,f5d0edf46c0a260b9b5565ff546ebcbe,What are the components of annual budget for case of SHG federations? +1319,597b9cfc1cf4188a9f1be4ff8123304e,What is SHG group? +1320,ca334de504f42928e42f848f28511de1,Different between internal and external audit +1321,9cd38ed8f4dc8725547ce2746ed937a4,What is the purpose of Cif? +1322,7b699212a4f4841062e9e47d2cd0157e,What are the key responsibilities of the Management Committee in governing a Producers Group? +1323,66b27f839971fd40e63351371aff46ac,Federation ka portfolio management kya hai +1324,f745ddce876e247ed531ffaeaf04041d,Books of record se program implementation kya hoga +1325,3fc6b1aa06356345acd634ac011ebfd5,मॉडल सीएलएफ में कौन कौनस रिकॉर्ड होते हैं +1326,fc2eb88d63d7b51aa44773c5032f65df,What is the formula for calculating portfolio at risk or PAR? +1327,24bdd513685015b7de2fca6511e53209,How does a CBO avail of this facility? +1328,e8f2745f9b38f94a99bc40f19b6fad48,HOW TO CALCULATE LOAN LOSS RATIO +1329,ce6c0f87afed9a436ff8918dd8aee93d,Can you provide information about the flow of funds in financial management +1330,cb9f6b13e71e5b8a51536d11dc1c23d6,What do immersion models do in CLF? +1331,7b6c384e170b64029490cf7b1bcaf8cd,CBOs me aantrik audit ka kya udeshya hai? +1332,63037ed7676cfd15d13a021507af0037,CBO kya hai? +1333,6d779a9d22f77e6b39db430d79c815ed,CLF kya hot hai +1334,e861597e288db56655af882d2a273354,Statutory audit ki jimmedari kisi hai? +1335,80f079f8189e945a0d927f302737d342,What are the Processes for the promotion of the Producers Groups? +1336,625a0e187a80f0bf1699caaea2b9b449,Can SHGs apply for VGF +1337,7241a43294b9702d828823d1531a68a4,एक सी एल एफ मे कितने कैडर होते है +1338,7403800ce06b1f5ac549b749c1af3ef5,What is CLF? +1339,249214147f51080ebdad14aa262bf3ec,how can I leverage SHGs for the SRLM program? +1340,83423bce23882d2d8c2e04da32640ddf,What mechanisms do CLF have in place for members to report grievances and for resolving conflicts? +1341,7ec2bbde0c44dd2785ff629a0215a35c,What is viability gap fund? +1342,6ac40ab0200d0745f9682b3ee220627f,Miscellaneous फंड कोन सा होता है +1343,daa02aeb8258dcdd12bea0f23e8ac33e,CLF में कोन कोन सी सब कमिटी होती है +1344,b695145210513325c9cf0516bd45c2d4,What is the purpose of the Thiru TR Institution? +1345,382673035df9a7d4a648a131a903dbad,EC members kon hote hai +1346,73b3de6a4a1d6e66b5b3278713d550aa,इमर्शन मॉडल सीएलएफ के संबंध में क्या सलाह है? +1347,a924419e4f6c4fb07dbcd857019a011e,Components of Audit +1348,00739977000fc8213f8733d0d12fd02e,What is BPL? +1349,cf03d0bc1d460ebe6bcca0ca5622bf2a,How can I open a bank account +1350,3a3b6344f87abc640b43285ef9ac6591,Model CLF kya hota hai +1351,3f8d57dc866a700cbc53ae0db044cb08,What is the responsibility of the Finance Team? +1352,8ebba15ca6494f41b6dea200583b413d,What is audit component? +1353,ea9d6e49a666a50d3157034b2bd54da4,What is the staff development? +1354,eb85f0f46c832bc5058f5477efdad25b,What is the job responsibility of the program Associate in modal CLF +1355,189a2540b9f1cc29d653fdb794ddb0e7,Who does the DMMU members report? +1356,cad624182301072b9f452223cd5e33ac,Tell me SOP process dual authentication implementation +1357,b14deee05cd08dcff1e084d359e8dd1c,Show me MIS progress report +1358,f56cf0a1a35a76cb37680e14a86957a9,Vaidhanik audit ke steps kya hai +1359,8ba5704f2e70dfb363bf01360d66634d,At what frequency do SHGs pay membership fees to Village organizations? +1360,4423b7efe33cf61d3f879d385aca4b99,CLF SOP ka kya mtlb hai +1361,4deebff9ecfef8bf508daded106fd213,What is the criteria for selection of MCLFs to establish CMTC. +1362,e461421ccf3b117b9357b3a039586188,एलआरजी की क्राइटेरिया क्या है और एलआर्जी का मीनिंग मतलब क्या है? +1363,d1d92f23cc27351569f7a66b7ec562b5,"How much will LRGs be paid per day, and what does the payment include?" +1364,9da9e4fc786e918d896d2c874bf05d9b,What are the training programs for Clfs in Cmtc guidelines? +1365,741ab1fc679afa19e7b5905d9ac7798a,CLF मेजर के किया कार्य है +1366,b0a9e59b81abc9dfe309fd2602407ad4,What is the Provision of Interest Subvention? +1367,b86ba118d36b187445f506b1bc5b892a,VRF kab use kiya jata hai +1368,feb63aaf2f73b53effc11b12a25c4e64,What is criteria for selection of MCLF to establish CMTC +1369,da0a1b3ea1de3f403ac7e6c5f3fc66ee,What are the benefits of timely repayment +1370,c07a463e479d956e93afccdbbf00cbc7,What are the objectives of CMTCs +1371,ea654f57bf1c975290faf5ab1e2f6123,प्राप्ति और भुगतान के बारे बताए। +1372,ff678034997cd6735ca20ad0c0bba7b3,Can you elaborate? +1373,9fa31f32ad11a2ce39541a6fea7e8838,What is the Business correspondent model? +1374,822a6ca5995214acb8c63501329d40ba,Means of revised guidelines? 25 +1375,e461421ccf3b117b9357b3a039586188,एलआरजी की क्राइटेरिया क्या है और एलआर्जी का मीनिंग मतलब क्या है? +1376,f2ae8d5d3ca79c57023f9413e4fadfc4,What services are provided by BC Sakhi to self-help groups? +1377,8e052ddaab8679b184296f83278eba18,What is the maximum CIF funds permissible in Andhra Pradesh for. AGEY +1378,bec48b4fd9d80335b0ca381aa654a6ea,CMTC operational manual ko vistar se samjhaye +1379,d89093fdd1aff7cf89b03614660a554b,"How do MoWCD, MoHFW, and MoRD work together on behavioral change and communication?" +1380,6a3d45c981535928a87c7b095efbc557,What kind of information is recorded in the membership register? +1381,403b1ea3174d66d645d87c6dfc1ee64e,What procedures and processes should be followed for CLEP audit? +1382,7cc297306c131551dfe6229a95c4946e,What is the audit calendar? +1383,88975679cf5f77931614b635ecfe1121,भाषा बदलें +1384,f6b3e587b685c2be938c46e1e087e9f7,Whar percentage of rural micro-enterprise has invesment upto one lakh and below? +1385,4deebff9ecfef8bf508daded106fd213,What is the criteria for selection of MCLFs to establish CMTC. +1386,6ed7113e3f2dd275ad2569d42e8bb02c,"What are the requisite, attributes, knowledge, and skills for a CRP-HNG?" +1387,3f7dd42a39d180d32aaaeab6d7c1988b,What is the definition of portfolio? +1388,01422d6ba4b824fe90154dd36b9c5642,which books of records should be kept at MCLF +1389,6fd37cbac6438397dac47f861b8e426d,how many books of record are mandatory in the MCLF +1390,a26ea3521c65aeaee1c52db4faeb1575,Sallection prosess of auditer +1391,8a0ac2ecb910a025ea7f62d105a9afc0,Which CLFs are eligible for VGF? +1392,df4294bcaac9f5593420bd92b2f49982,सी बीओ एम सीएल एफ लेवल ऑन ट्रेनिंग +1393,c2bd70f429b86b09190802b59a05d75c,Which members are required for dual authentication +1394,7bde45286a614185675f2cddcdb91ff7,Cmtc kya hota ha +1395,c2b9ed127c18383c1173b1da2eb96de3,मॉडल CLF के लिए कौन से कार्यान्वयन तंत्र होने चाहिए? +1396,e18903f71ae4dfbab1906af328ee29d2,UDIN क्या हैं? +1397,29dfeff1a82063d43585dc458bd21910,क्या स जी मीटिंग कैसे होती है +1398,80f079f8189e945a0d927f302737d342,What are the Processes for the promotion of the Producers Groups? +1399,c37d32b23be526358bc7b0a8fe33bed5,What parameters should be considered when setting up custom hiring centers? +1400,c038ea33813ecd2cc373cfbe3a8125ae,Explain accounting method of federation +1401,f71ef1498bf4e069ff8553869e5b1b94,What is statutory audit? +1402,a924419e4f6c4fb07dbcd857019a011e,Components of Audit +1403,27e7a3f9740892e36e28f610cfd6a916,Explain Grivans radiusal +1404,2635113349c0ae0df2257eb7b4c0f30b,Who are the suggested members of the CBRM committee? +1405,c4716598de18d3304831383c6ef603b7,Operation self system +1406,b033e04fe1021fcacea78ec2812f544c,Vo jwala group ke Pradhan or sectorty ka naam +1407,f3e327b71db71e73e350796d7144bff8,What is the criteria for the selection of CLF immersion site ? 25 +1408,8d4086eeae2933c2bbcb2979149544dc,If my CLF is registered and there are multiple audits to be conducted. I have made sure that we did internal audit. What other audits should be conducted? +1409,e9b977f01abe2c6107686bb677df7f05,What is CRP-IB +1410,259107394feb03a7e4c4fead73982e52,HR and office management for the CEO +1411,6326ec85a968a5a4156b9ba2f964f624,Statutory Audit ki timeline kya hai? +1412,58f3beefc7f2699a562987b74838e5c6,अगर कोई ग्राम संगठन समय पर बचत जमा नहीं करवा रहा है क्या कानूनी कार्यवाही की जा सकती है +1413,d2dc0d807f5188cd62fa52440c60c222,What are the four key implementation activities for FNHW? +1414,2ff192860cd2d0d51dc7fb22aa929524,What is the eligibility required for cluster manager? +1415,9bcb66f9af7133bcb5f8697c3ff557c1,Purpose of Statutory audit +1416,b6fc08b217bef55163af126581406014,what is JLM +1417,feda307cd7017bc115a21a6bb3d626a9,What is the planned structure for rolling out Participatory Guarantee Systems (PGS)? +1418,a59ecbad4df34ac36af0cc9dc2343dae,How many CC can be deployed in one cluster? +1419,bfd61fbd6ae279f20d2f5862cee24a25,Is there any collateral required for a loan of less than 10 lakhs rupees? +1420,fb09706c455e6a0fb6219cf4737683ef,Under what act or rule can I get the AEWs help as a farmer? +1421,e021c0071320fb43959518e50e2568b5,Clf DCB kya hoti hai +1422,27403842f6d2f182904d0e8312cad0a3,Books of Records of CLF +1423,9da9db776986923b9b32d071700bce5c,What is the purpose of RF? +1424,bfe3faf13f188b11e6b863851ca168f0,What is financial management of CLF +1425,c28bf2804f6e8622f00eaf674f243078,"Who organizes the training for Master Trainers, DLT, DRP, and beneficiaries under the PMFME scheme?" +1426,bbbdd0973be850c7c84b77d08bf98ea3,Who are VO OB? +1427,9a475ee09bee1d69d6a96fab52b4eb2b,"Thank you but this answer is very long, please make it short." +1428,bd661a16e3f87479a907f34e6acdcb58,VRF के बारे मे बताये +1429,db591023448cd76a6b4f74b4add5eeb2,मॉडल CLF किया है +1430,d791ba654000ad6a1650e5d3172fb0b7,How many HR are there in CLF? +1431,54e441f801239a3f7128de5638b9388c,What are the roles and responsibilities of CLF OB's? +1432,a0aa5f1b6e0b55c04cfbf5c2b0e1fd7e,Procurement policy? +1433,47644c9b2bde0689de3d7b2efbcf4221,Who is responsible for ensuring the legal compliance of the Village Level Federation (VLF)? +1434,925afa87fe32111ea2e1128b4d84ac74,What is a clf? +1435,58b6f9947f515aa77e7ac69160668708,Pip meaning +1436,7c2b93bb81d32e3e0228d56421c22d67,Thanks +1437,e124518c621efcebeddf7405930d8e0f,CLF me staff kon kon hota hai ? +1438,5ac7ce4c0d1bc7664e29352365ade5a0,सीएलएफ क्या होता है? +1439,dc419272054ca1caa363d9178607b380,CMTC me trainer/Resource person ka patrata kya honi chahiye? +1440,97a3659b39b93617870bb626f3a80c86,What is the internal audit policy of MCILF? +1441,5651ce6c338855706a3a476bc0a7a87f,Key indicator of Model clf +1442,dbb2cb529ea263ab4c772be03e88ea8c,How are value chain studies under SVEP funded and supported for selected commodities? +1443,909848a8ffa95e0bc4e31d7cc4e6e293,dont you know what an RF is? +1444,faad7bc7b8a6afa00971c3e0d99c071b,what is Financial Systems in CLF? +1445,127adaaf26e1c3c37ba5f09f037182dc,What is the audit calender of CLF +1446,9741998a865f57cd6aaea388dbffcd2a,@results.voice_to_text.asr_response_text +1447,09176d1cffc96b4687cdeb88f09db558,What are the two broad strategies for convergence identified after examining various schemes of relevant Ministries? +1448,e0691193cc38f747f402505e0150d774,If more detailing required? +1449,60a8726e3fef28004e80850f93bcb21e,can SHGs use Dual authentication? +1450,9b5c8bc994fbce0a468340630fd08ef5,Why is Nutrition Garden required? +1451,74c333f5a3736796fd0989a2bbe7801c,What is components of internal audit ? +1452,af7affe9bd53862196c6a1b587e6e99a,Process of SHG audit? +1453,46c7feaed8f1d2cf5a9afa5dafb4de38,what is a Village Organisation (VO) +1454,b64b5dd8064321a7a1425c7e4053416f,Bank sakhi or Bank Mitra me kya antar hai? +1455,dbb2cb529ea263ab4c772be03e88ea8c,How are value chain studies under SVEP funded and supported for selected commodities? +1456,9e6ddbcdea3c9a9a60bde04f445c6f77,what is dual authentication +1457,2c4ce278b99fb0deb0ac9b845d5a345b,What is the depreciation of assets +1458,78c2356d17ae16a652fc4371ade860dc,When and in what format must the implementing or coordinating agency submit progress reports for the project? +1459,12dba1c224a24d09b1dc105b75e477fa,Explain CLF formation process +1460,a610df932a6ff56f40b0e564aabb4481,सीएलएफ अध्यक्ष की क्या जिम्मेवारियाँ होती हैं +1461,30e57e029ec032d0ef8ae47d08cd0721,Objective of internal audit +1462,f7a3c726d5841247e472092ba293e53f,what is the difference between internal and external audit +1463,5781771a4ffe7fb66f3061b1e99bdeec,What is VGF for M-Cellular? +1464,2bd9ad8a4aef5856f50c041c55bf31c9,What are the roles and responsibilities of a VO under the Livelihood intervention? +1465,82348fab323d540d4f502453795b3d7e,महासंघों में धन का प्रवाह +1466,942347feab48c224c73472c5f7179ddc,What is CRP? +1467,b97e4e433215075a06615fb37cbd8726,How to conduct ToT on Orientation of the CLF Members on Statutory audit? Give steps. +1468,6fd37cbac6438397dac47f861b8e426d,how many books of record are mandatory in the MCLF +1469,45657e430f4dd683e5a415180a694298,CLF manager ke chayan ki eligibilty kya hai? +1470,31032d4eb481afaff1d698f62650748a,What is the CMTC operational manual? +1471,f9bf37c0c50ec3e051bdab2d967f2eb4,SHG INTERNAL LOANING? +1472,3ea09e72b8074da734ca95d6446eb42f,What is an idle fund ? +1473,f9bf37c0c50ec3e051bdab2d967f2eb4,SHG INTERNAL LOANING? +1474,8d2c92c8989c7f743f43a0c1ae3d01bb,What are the three components that an internal audit should cover? +1475,9d7e9f75c9941577540bbfdd087bc90f,What is the system of gavernance. +1476,26fee62ef78d507f2555b3b83f5a8a5b,Federation ka Human Resource structure kya hona chahiye +1477,ea7c266c2c02646b7cd649920dd6c878,स्टार्ट अप फंड संपति है या ऋण? +1478,63529dac7a9430ae5a0639bf12b8b9e8,Access the well organized database of policy documents +1479,eb7a7b9085607eab6e64c7d0562e2d29,"How to do accounting in CLF, EO and SSG" +1480,35cbd7be05ddfbe90369d83b4e876ceb,वे कौन से तीन घटक हैं जिन्हें एक आंतरिक ऑडिट में शामिल किया जाना चाहिए? +1481,5c1172b80424192bbbeac22083193ee5,Standing operating process kya hoti ha +1482,80c02e51fd7e016ceaca91ca6e82b51b,What is the purpose of dual authentication. +1483,8c08fdcae065c65f197e7f2fff9a72da,Model Sel UP mein interest rate kya hai +1484,10cec01f664d389c582bf69f1b9dbf76,what or who is the plf +1485,e74d3a530c69544d40a6dd755dfe97ea,What are the roles & responsibilities of iCRP teams? +1486,ce6c0f87afed9a436ff8918dd8aee93d,Can you provide information about the flow of funds in financial management +1487,040efc3a8532920120e02b70c8584ab4,What are the steps to ensure best bookkeeping practices +1488,99b1419fbd30e0ee0752af2db2014782,what is the minimum idle fund for clf ? +1489,d763a3ef94a570799f6915675edfa3f0,how to conduct a CLF meeting ? +1490,2827b7df696ec840736e6efea5260b4d,What is the main summary of CMTC operational Manual (HP-SRLM” doc +1491,afcbafddb661541307f027cb39136a28,संकुल में हम कितना सीआईएफ रोटीशन में सग को एक मस्त दे सकते हैं +1492,4d05286406983b73b7cdc67a7fcb97c0,What is the role of MCLF +1493,0ffbe6477ebc20856e6469f9da6fecdf,village organisation me secretary ka role kya hai? +1494,3b4612eb4d23dd133250e4a8db5015aa,What is the cbos policy +1495,53a74650b247c96c42ef752824a81966,What are the steps to ensure best bookkeeping practices? +1496,e1f997da7884595f4bda88287c9927ba,What is the depreciation rate for assets +1497,50c0850d3cd85bba7d9d7764c7be934b,Why model clf? +1498,8e052ddaab8679b184296f83278eba18,What is the maximum CIF funds permissible in Andhra Pradesh for. AGEY +1499,c025a7bddd9377c38d48b3782239f61f,Please explain video audit process +1500,13873571218dfe5f800cbdc2866c3b6b,What are the roles and responsibilities of CLF manager +1501,9ab34a8630753759ce3ae9e13f42b94b,स्टैंडस्टिल पीरियड क्या होता है? +1502,970983997a810238a614e18d346e35cb,What is the purpose of establishing an Ecosystem of Support Services (ESS) for millets under DAY-NRLM? +1503,6653245a38143fb6642de7c1a30e2138,What is CMTC? +1504,dd57b65956ea11bc756928a7ab795ade,What are the main topics covered in the training for SHG members under the Him Ira Rasoi program? +1505,a4dbba41830efcf173a90a9ef364f8ea,how can calculate OTR from VO to CLF +1506,7103e5cfaa3f37dcd4e11ada5dcaeb4c,How can clf formation +1507,8a0ac2ecb910a025ea7f62d105a9afc0,Which CLFs are eligible for VGF? +1508,66b27f839971fd40e63351371aff46ac,Federation ka portfolio management kya hai +1509,f71ef1498bf4e069ff8553869e5b1b94,What is statutory audit? +1510,b0dd9e758b736f84fc61f6f81843cfdb,Is AEGY being implemented in 250 blocks +1511,9c874a041b90cf73ac35d1bf9523641c,What is the timeline of this digital audit? +1512,ea7ad0e59f06d82b8816ffec5e190e55,gavarnens kya hai? +1513,f559207e0224d488883b2e60da115d78,MCP kya he +1514,b810b193ec6714c5de97c8a63774dc85,क्लस्टर लेवल फेडरेशन की आरजीबी बैठक में कम से कम कितने प्रतिशत आरजीबी सदस्यों की उपस्थिति आवश्यक है? +1515,0eb2e99fa94be1c11fe54542cb28fe89,What is the process of selection CBOs for immersion sites. +1516,58b6f838852c519c2f4b2576861deda3,what is the role of DPCU +1517,0f7e2f434460da1a7575dc80a80dabbf,what are the important gender interventions that are to be taken up at the community level when designing operational strategy for a state +1518,e65c117b2915e1843c809ef538e17deb,क्लस्टर मैनेजर के लिये आवश्यक पात्रता क्या है? +1519,c2640f7c6f3bdc504bb43d569a8bdeff,CMTC क्या है और इस के क्या उदेश्य है? +1520,d7c6626b67c11c4bbe44de74421b9f11,What is the project period of MKSP under NRLM? +1521,10ee4b04dd49e93bb679ee01c915193a,वी आर फंड क्या होता है +1522,5695b2940641aa96c786b7569c03c647,What is CIF +1523,c359f2f6a0694303bf591b910e908c99,Who reads out the proceedings of the previous RGB meeting in the cluster-level federation? +1524,21df8d3230dc63ce413ec1ed4a323ff8,Need for viability gap. +1525,b97b8b9d66dbca034b0b2894f4d6c92a,What are the steps in the comprehensive capacity-building stream for farm livelihood CRPs? +1526,4d05286406983b73b7cdc67a7fcb97c0,What is the role of MCLF +1527,2bd9ad8a4aef5856f50c041c55bf31c9,What are the roles and responsibilities of a VO under the Livelihood intervention? +1528,54d71ecb704ef96a5a5f3a528c1378a8,सीएमटीसी सेंटर कितने दिनों तक उपयोग होना चाहिए? +1529,5bf27547b9421972374f81b2db447420,Vo की सीएलएफ मे ग्रेडिंग किस प्रकार की जाती है। +1530,0b1134c0ff9248e5e77b6dd6fe041d2c,CLF faaicial system ? +1531,f5bef8e6b9c5f7f4327ed486528d2994,What is mclf +1532,de5ac7ead5a183f255dcdc19b947cc8c,Receipts and payments of accounting policies +1533,1261ad8c27d512071775d856de9b5eb5,What is CLF income? +1534,62417e0e89516e96c5590eabac7360b6,"What information is recorded in the Loan Ledger, which provides details about loans issued by CBOs? give answer in one sentence" +1535,861587625f07ed5990462c41d0795277,What are the criteria for becoming CLF OBs +1536,b156a4bfa3365b8d38f8946c7b0f36b1,Explain appointment of CLF Accountant +1537,d5776cf33e8695bbc25d98216edc7e61,आरजीबी के बारे में बताए +1538,69924ce4dea75447fcefab443c6d65ca,How should SHGs utilize the funds provided under the PMFME scheme? +1539,1ca741dad6a79c144e301cd24f38ba20,What are the three major categories of intervention possible on the marketing side? +1540,129f2947acce54a5c372da293c79024e,What is Vulnerability Reduction Fund? +1541,6c3daccfcdc9a64d3838d9bb13379cdf,How recruitment committee form at CLF level +1542,f771ddb6f2397c789961e0dc6deeb7af,What are the objectives and key interventions involved in cluster development under DAY-NRLM? +1543,bdf2e515d52f06ea351dde6af3e97710,community audit system ke udhesh ko samjhaye +1544,b85e40cde1eefd9ed3fc0a9005c00bd8,What is the role of CLF manager +1545,f1cf865b2fe415e8dc93c33cbd608331,डी सी बी कैसे बनाय यह बता दो पहली वक्त +1546,7c3e9b1d6d4a5c284cdd2e2ca3fd7464,what is financial mamagement system in clf +1547,735ee07c57e6ac1a361a128b3e0bd15d,What is the primary purpose of providing the Community Investment Fund (CIF) to SHGs? +1548,7e57a4087dce011e6127dca386676adf,answer this question on the basis of an RLM guideline +1549,43db863b2374d5c18c520ec0609778f0,What is the mandated Community investment fund (CIF) amount under Deendayal Antyodaya Yojana - National Rural Livelihood Mission? +1550,c213461455ea8c86c23480632590cd6b,What are the responsibilities of the Core Committee as the managerial and coordination body for gender? +1551,c7ad90d0288350d072ac4c803fbfe059,vaidhaanik lekhaapareeksha ke lie lekhaapareekshak ke chayan/niyukti ke lie mahatvapoorn vichaar kya hain? +1552,ab7359d680655c2ee320a6eea118d91e,immersion site develop karne ke liye checklist mein kya hai? +1553,0273f0720f8561dfea58482d8478b026,CIF amount repayment for VO to CLF is how much? +1554,dec0edf3eb0d599ed06437f1b3f60e7a,VGF? +1555,3cc172bbe3e5378601c844c64e0f1f4d,What is SIP +1556,6d975481ac9469b4a417563beef59fe4,What is the timeline for release of funds? +1557,0d62f59000950e8d5dc11c17cd20c4c0,What is the CLF +1558,47ae3b34d6f0c17f60621221a4667152,What is three steps of CLF registration? +1559,2b2193f6c40184bb040847cc37f06f8b,सामुदायिक संगठन स्तरीय खातों का प्रबंध समझाए +1560,93b53cf2b0cc371e6758f1e88ffeda75,Make a pictorial flow chart on formation of model CLF +1561,b7e23788c5c9effd376546ee6880b1c0,किस प्रकार की गतिविधियों के लिए सामुदायिक निधि का उपयोग किया जा सकता है? +1562,30fb7db7ee56b78d52993658f2aa09e7,Operation cost ratio +1563,aae7405ca28dc7450fa6b95ee5d0d325,What is the fullform of MCP? +1564,4110697be7b9454d612a8739c4092a77,How many years is the rotation of OB's? +1565,01c845167d664c5cb93f2112e0c8be59,Give me a summary of Standard operating process? +1566,b68d127da89ef4d376811e7479798bcc,Accounting policy के बारे मे बताये +1567,1b3f73979976bd05196c077e38a69403,Federation ko audit kaise kartein hai +1568,1da36f4696666eb36b81b46edd43f7cc,Generate a list of training inputs for each of CLF staff +1569,0bbcbdb9441b93041ca9e400669f300a,What is the defined system of leadership & gavernance. +1570,5c1172b80424192bbbeac22083193ee5,Standing operating process kya hoti ha +1571,591b7c7a707c3ce0bd0a463891ab554e,What is VO OB +1572,12d9a7ec589c9a251dd8d0e1fc1f5b0e,Sho aur bo ke sambandh kya hain? +1573,e5d74469d9fcb6c91fe1622b41227f81,Startup fund se fixed asset ko balance sheet and income & expectations me kese diktat +1574,3c53b2b13e7d2a200181c04cf31b5b8e,एस एच जी की इंटरनल ऑडिट का कितना फीस लगता है +1575,bdaea0d938482ddbc08846fa297afb5e,आइडल फंड क्या होता है +1576,66152ff92d5fa9e33fb5355b066c0c07,What key indicators should be focused on in the HPSRLM Gender Component? +1577,ba4ea96e76cd2dc93fd14084880548cb,What is PAR at CLF level +1578,394c5997c59d1d3b0be80308e6b7818c,What are the criteria for selecting a Technical Support Agency (TSA) for cluster development? +1579,ad7ec4284a4fcbabf10a2146533870b4,"explain the structure, roles and responsibilities of human resource according to NRLM" +1580,418fd8485a6d722e30765f329a9fc49c,Need for viability gap Fund +1581,9d1b969365b5537becb206330006ca69,ifc ke funds ko release karne ke liye kya conditions fulfil karna hai +1582,1896ec70b513e1d732abb4de073cad67,How are households categorized for Lakhpati Didi under NRLM? +1583,b7bd254de54cb7e0223fb921aa729a48,CLF me idel fund kitna hona chahiye +1584,e765403597cc4f13ed6e4e31ab7a7445,Please explain VRF +1585,5651ce6c338855706a3a476bc0a7a87f,Key indicator of Model clf +1586,653d94ffa8d2ea61cfa00a900e00850b,What is CL +1587,f1e79f2131f7c79ec4e57d09d806540a,What is BDP +1588,fbba9fdebf717c47acdb189acf8de318,How long does VLF have to settle the account of an SHG after its cessation or withdrawal? +1589,e63d19e6a5b41961f331fc57a173996c,what is the rate of interest rate for repayment SHG to VO? +1590,d6b046f292cc6adf5e5a9da0a627b7ad,CBO के दर्शन के लिए एक सूत्रधार को क्या तैयारी करनी चाहिए? +1591,f94a0104aa87bcc08b67d00aa93534d2,Statutory audit करने के बाद रिपोर्ट किसके पास जमा की जाती है +1592,b74ae42710287bcc31207bc841663fb2,what are the core skills required for a CRP-HNG +1593,6659a63d3b1e6a8c8388e68b76b751d3,RGB member kon hote hai +1594,2f699e3a952690a03f0951a23725dd12,What is she? +1595,39bcefe2ad08b89aa27c5e30c5be5283,सी एम टी सी के क्या उद्देश्य होते है +1596,68af2f1254cde4db663b836e9973a47b,what is an rf? +1597,50e7f5653ae6bf7eeb8028a82f26cfa4,CMTC ka management kaun dekhata hai ? +1598,7403800ce06b1f5ac549b749c1af3ef5,What is CLF? +1599,607daa41e7302c0b2ef5d875f9fa2327,VRF kyu दिया जाता है +1600,5fa6afdcb30d8b71c7da770aad784a2d,What is CMTC in Hindi? +1601,9eb85d9d18e64caac712c9a28f5d6238,What is the role and responsibilities of CLF OBs? +1602,25fc69dc76a354b7c244ca38109c6a29,"What is the difference between “Bank Sakhi”, “BC Sakhi” and “Bank Mitra”?" +1603,af7affe9bd53862196c6a1b587e6e99a,Process of SHG audit? +1604,0f3d2772a102a62bdf3e4d5066280a7f,सीएलएफ के संवर्धन और सुदृढ़ीकरण के लिए मार्गदर्शन नोट +1605,8a4b3e833c4a5e1a91ad7b739dfdfb49,After how many month internal audit being conducted +1606,df2959d1cdacd5d5bf2366e8ed4cbd6b,What is the full form of VF ? +1607,ecce09665712384dec38be3734a6561a,What are the documents required for SHG comply with KYC norms +1608,a6048adbccd76719cace8a4df6746af8,What is VGF +1609,202c781b1f866bf375943a64fcbbb6e8,What is VF policy +1610,4a14cb01fb0729a6739b9a559f4375f8,provide me some useful links about this topic +1611,d02377a21fad890df73bad40a528e2d6,How many boos of record maintained by federation. +1612,ed02fc78f0e3c3847ed27e21a5544f50,प्लीज एक्सप्लेन वीियो ऑडिट प्रोसेस +1613,ce553c959d7dc6c8fe0241b60c458fda,What is PIA? +1614,58a100a55d0e0da691058e2bacefbf66,CMTC me HH kya karegee +1615,1661c74aa62fcbde82e72da505872501,What is this miscellaneous fund? +1616,6541a19bed4d69124a921d78a17b239f,Operational costs kya hoti h +1617,157fa1ade0b51e09e781607c6798e311,What is RF? +1618,a928750ec0ea59c82e0613bf38a594a7,अकाउंटिन पॉलिसी का समरी +1619,28ddba013a6f7cdc42f3e7e2d6b27136,What is the process of appointment of accountant in CBOs. +1620,bf6ce14de5490587e2a6743cfda9c46c,What are the specific objectives of MKSP? +1621,cfbd38abc8552e3694bcba983d5195e6,What is ICDS? +1622,24c58491bbe4cac8ee08d1028d8e4c3a,CMTC prabandhan samiti kee kya bhoomika hai? +1623,ad5dcd68f27f63a4401820c4e707699b,Kmeti k members kon hote h +1624,11b64c9d4fa15e12aaf4caf526291221,ND what are those relevant provision made so far in it +1625,bddd6ba42140b2e082f3590b7648ff95,What is AGEY +1626,075feb7616cbba67746a2f549b50d853,What is VGF? +1627,7e27ce17677b1acea02b08c2cbfebfb0,Who is elegble for internal and external audit of CBOs. +1628,42b13338f918b5626feaa1ae888c7a01,What are the steps to maintain good bookkeeping practices +1629,8b4da7c99a17ce280291f3d589b59460,सीएलएफ के संवर्धन और सुदृढ़ीकरण के लिए मार्गदर्शन नो +1630,d919d65acbdc3c9de6d1e2d908a71ad0,इंटरनल ऑडिट के बारे में समझाइए +1631,1d9ec30944febda05d120b002192c100,how to calculate LLR +1632,a341d3df17b947cbbac4aef0c2754292,What is the process for promoting Producer Groups? +1633,7ec2bbde0c44dd2785ff629a0215a35c,What is viability gap fund? +1634,9e6a3774b6103c39eeee3d02fade10be,"Jab CLF, VO or SHG ki audit ki jati hai to inka mandey kitna hona chaiye" +1635,fb30dfe14a95bf2d0c7f6959d69a2021,Describe the categories under assest +1636,a7967d7622ec372c06ed6d204d2b15e1,एमसीएलएफ क्या है +1637,f6853f5b0e7f2504f7c993a21f4c019d,CLF ka SOP kya hai +1638,fbcc8c4dbfc2c4029d1dc21255b442a8,describe fund flow of federation +1639,4526920ee9bd4aca621e1f934686c14d,in which type of account will the community investment fund be recorded in case of the CLF? +1640,62c174b480b102ee25d625e0e3e3a793,What are the main tasks of CAA Lib? +1641,af5465743ab43952398b95e9110fca2d,Clf की statutory के बारें में बताये +1642,2ea4fb44cfc6526a5c34045a42eaf3f6,एसओपी के बारे में बताएं +1643,77c26db06cf9c9652f3efb258cad6ecf,18 G रजिस्ट्रेशन CLF के लिए कितना जरूरी है +1644,930d0072c83b926e3dd2c4072ed9df66,Statutory audit करने की प्रक्रिया क्या है +1645,190f1aea953c84f0f414b864e2cd6511,CLF में कोन कोन से रजिस्टर होते है +1646,75226f0998d60fe7bcb2cc96d3629692,vgf ka main purpose kya hai +1647,beb99d9560887b326b0acccab7aaddb4,What is Immersion site +1648,184ebd959ef6b4cd86eab4c3acdc388d,Is there any penal interest charges by the bank on SHG loan accounts? +1649,30236cb1ebd3a6bfa588cc60707dd6e6,इनटरनल ओडिट ओर एक्सटर्नल ओडिट में क्या अतंर है +1650,0973e6c94f8c8527473b1b5816c12b50,What is process of clf staff appraisal +1651,7977fab7d96fd6bf8c1314a513f508de,Advisory around Immersion Model CLF +1652,c09e9c4c1a605e57e3f560c194345530,Function of cmtc with page number +1653,da921a8f484e142335d046ecc2082535,what is the objective of gender resource centre +1654,09176d1cffc96b4687cdeb88f09db558,What are the two broad strategies for convergence identified after examining various schemes of relevant Ministries? +1655,f609c65aa14ff0c60ff779147785285c,Basic features of NRLM +1656,00753d2ed22d7de929446d028f1f72a3,सी एलफ में ऑर्डेट केस कोो करनी चाहिए +1657,ca7c7d3696a8f71d6a1bf00b540cb826,Sop क्या है +1658,8cae47278633fa01dfa90b83395ee49b,Describe Fund Flow of Federation +1659,58a7dc6d5bf3a140049e82133e66ba04,What is the training module for CLF office bearers? +1660,ffc97bbc36f708bcbcc5450c06a887de,modal CLF kya hai ? +1661,7b26a75e72efb778f64d50ca07338a80,What is the main amount? +1662,db618d71e82129380c1b30fe115bfc9b,What are the four key elements that the KYC policy includes? +1663,2db290996b6117d9a6ab2170a41058d4,Audit process in the CBO +1664,b66e8890168c4d901860b1f31677ef73,What are the main roles and responsibilities of a CLF manager? +1665,7c199c9c4d7eed2faec331e9c5cd603f,What is VRF +1666,1baa4b8b02353e8d016a5348c227e772,HR or office management kya hota hai ? +1667,382673035df9a7d4a648a131a903dbad,EC members kon hote hai +1668,6d779a9d22f77e6b39db430d79c815ed,CLF kya hot hai +1669,392835732e68d9b2963a489e255220d9,Internal audit kasa hota ha +1670,1fb9d27f05694b3665fc5796546c256c,How to identify lakhpati didis +1671,02b8870e5c8c3f207b93141df68ecf22,What happens to the share capital of an SHG if it withdraws from VLF? +1672,5654ace16de90f757420bc02f4e06a0d,What is the difference between Internal Audit and External Audit? +1673,6ff08d061273c47fee1464bf4359999f,What are the key strategies of the NRLM intervention approach for farm-based livelihoods? +1674,6de3f7faf010465e102fc62d6213505d,What are the different types of funds that CLF receive +1675,97e3100573141c86ba3b3027c9ade5d2,What is the necessary capacity for a cluster manager? +1676,8929ff62397e91e43a5f409d3750107e,What should be the OTR of the CLF? +1677,442ae472c4559c397c933e3874d3c0cb,What activities should be planned in a Model CLF where digital finance and insurance interventions are included? +1678,f609c65aa14ff0c60ff779147785285c,Basic features of NRLM +1679,8d25f84c030b1457b5203cf401266143,What is the maximum amount paid to BC sakhi +1680,55ddaae61986742359ca8a0a52389466,महासंघ की लेखांकन पद्धति समझाइये +1681,16d2ba9c1f0ed18f89ed9699c7dd4909,What is the surplus liquidity management plan +1682,eeb168dfdfd58772c4482b05c74f6b4c,Who is the authorised signatories for bank accounts +1683,129f2947acce54a5c372da293c79024e,What is Vulnerability Reduction Fund? +1684,6f0e1ddd04d394a7c31734e54a6e0b1a,Income kya hai ? +1685,29f53f12b9f45fcad87a3ed9c97d2bfc,Primary level federation +1686,50324899d4bbc650fef2ca8486852980,what is time for statutory audit ? +1687,464e7d09f44c1b3dcd2261daa815ee31,Structure of community based organization +1688,fc097b7516e1fb55a4f884afd2dea954,generate a list of training inputs for each of the CLF staff +1689,6a46c555f96abfa125b3b70205c02c5f,What is the purpose of CMTC centers? +1690,e6afb1f13755940e94545a9f87ced70b,आय क्या है +1691,0273f0720f8561dfea58482d8478b026,CIF amount repayment for VO to CLF is how much? +1692,ca54957c7e58b51fb15638a90d974411,वी आर फन्ड क्या होता है +1693,60a8726e3fef28004e80850f93bcb21e,can SHGs use Dual authentication? +1694,11b64c9d4fa15e12aaf4caf526291221,ND what are those relevant provision made so far in it +1695,d7dba3f0424ec71e051cb284db87be7e,What are the permanent and non-permanent staff positions at CLF as per the NRLM/SRLM Guidelines? +1696,61ebcfd1a4b6ab4e5fb6d3303ce2de6f,What is the honorarium to BC agents +1697,7e51999177c215a9a4407b79212541d2,Viability Gap Fund (VGF) ko kese use kr sakte hai +1698,1ea5f136ee9d1ab141ef9eea0f4945ae,Objective of forming community based organization +1699,d83472653436060d729aa0399c260681,CBRM committee ke kon members hote hain? +1700,2554667503a4b7f5c8fb2647e53d3ec1,what is FCRA +1701,2b35f9ff18c40c20ecdff63b536a0f88,सीएलएफ़ ओबीज का क्या काम होता है +1702,b55d5125bb884e30e0b36ae7746dbd44,"At what frequency, a VO should be graded?" +1703,574f93f445d57e8b889c83c572046b1b,what are the role and responsibilities of board of Directors or the Executive Committee ? +1704,69d95b3c1c93406fdb94ea904beeb0ca,मॉडल सीएलएफ पर इमर्शन दिशानिर्देश क्या हैं? +1705,09f62fb58211f50502ef80a6e1be035b,CLF staff deployment ki prosess kya hai ? +1706,09aa34424e390f5483b491a579c46dbe,What is process of CBOs HR deployed? +1707,1490967b9f8e31d4b1756ae919465f2d,What records and registers need to be kept at the CHC for smooth operations? +1708,0f011dcdbb7f755be0c399eb60f1a571,What is the role of Village level functionaries (Cluster Coordinator/ Community Organizer) and NGOs? +1709,985e9780629bd5e0d54bd16c3942adc9,Vo ki audit saal me kitne baar hogi +1710,980f1dea29598018fd08e15b5f8bf0cc,What is Vulnerability Reduction Fund ? +1711,b84fd6fcafa6b445678252f58a1a9fe0,What can be used for Vgf? +1712,3f90fa23a2891b7a5065d3012b82f2ed,What is the impact of rescheduling loans beyond 75 days +1713,6db48acf81a2d6c5ff8549cc0186a4e2,प्लीज एक्सप्लेन सी एम टी सी ऑपरेशनल मेलवन इन वॉयस कमान +1714,7c199c9c4d7eed2faec331e9c5cd603f,What is VRF +1715,4aa46b36bf4144593c011494eb77604a,वीजीएफ क्या होता है? +1716,a9ae3352c70e06b53b326ad04e3c80fb,"How are funds released for the annual demand, and what determines the amount?" +1717,66ad3343c36868ccd97157da819c7912,What is the rational of model CLF immersion size? +1718,1b34c4bb7c8b32c4e7163f46d9f8acb2,What is full form of AGRASR under NRLM? +1719,24fef94603d51dba6f149a366d74b753,VRF fund ka paisa shg ya vo pr milta h +1720,721fde2ffc6c01c493a86dd23347458f,What is the process of CIF repayment +1721,e124518c621efcebeddf7405930d8e0f,CLF me staff kon kon hota hai ? +1722,d60ad2fb57b38d1742f41e1f2f7b4cea,वीएलएफ की आम सभा की बैठक का एजेंडा क्या है? +1723,4cc6f6c378e5bfdd1a0cc4bc4a0a66a5,what should the legal and regulatory compliance of MCLF be +1724,58e8cd7c40e62713b27fe992b7d98a67,What should be the maximum Idle fund in CLF? +1725,92927cb64705f1b7849f639caceb73da,सीएलएफ को मजबूती प्रदान के लिए मार्गदर्शन नोट लिखिए +1726,0ffbe6477ebc20856e6469f9da6fecdf,village organisation me secretary ka role kya hai? +1727,11ea6f6fc5cc0adca097bc793241046e,Advisory on internal audit +1728,56903298b91edb388525db91e5736b4a,What are the roles and responsibilities of CRPs +1729,700f1b70b08941895ea0612e69995410,Dual authentication BC sakhi se kaise juda hai +1730,f963ab3e4ef6bf963e35e75bc9b48e80,MCIP kya he +1731,d41fa9c091674c7484efa63a816bd878,What are the steps needed for statutory audit +1732,18530ffb2744074e24e2759729a20a6c,Which book of CBO is called 'Mother Book'? +1733,febedeb7659a00f4cc64302416dac8ea,What is the rate of interest charged to the SHGs for loans upto 3 lakhs +1734,5ac7ce4c0d1bc7664e29352365ade5a0,सीएलएफ क्या होता है? +1735,060ee9bcbb9ae736c52737dff0d223b3,What is LLP - Pls try again +1736,658f43c23ed7825e0fbe1dbb034e6199,What is audit? Hindi +1737,393b506213c42809d635997ec228ce05,Give me a summary of NRET Procurement manual +1738,50f2bf517f38f4890428efbc434bd0bc,MCLF staff me cluster manager ki salary kitni hoti hai +1739,8b4da7c99a17ce280291f3d589b59460,सीएलएफ के संवर्धन और सुदृढ़ीकरण के लिए मार्गदर्शन नो +1740,d85b2364ac3a8b671ee36839a8d091d9,पुनर्भुगतान दर की गणना कैसे करें +1741,11001fabdbde14bbb6a84d262edc5c0e,What are the objectives of the Mahila Kisan Shashaktikaran Pariyojana (MKSP) launched under the DAY National Rural Livelihoods Mission? +1742,8a3d7e5213830f29d2e2f918078ee07d,Explain Grievance redressal +1743,e6d6c38b0dc380c667173ee3be952403,What is the VGF fund. +1744,03f973f8519212fa8780921a73eaa749,एक सी एल एफ को स्टार्टअप का कितना रुपये मिलता है +1745,3e818d0ad7753cd062488ec51f02fb83,Can you give some brief information about CIF +1746,12aebd12f7d8f257bac27dd1acfe7ebf,Who performs the internal audit of clfs +1747,eeb168dfdfd58772c4482b05c74f6b4c,Who is the authorised signatories for bank accounts +1748,22cbb0805c72aed18f6336c4ecbd0e28,MCLF kya hai? +1749,9c2587775ab17fe30d3832a869db7434,What is the timelines for the release of funds from SRLM to CLFs? +1750,0be15be219e92ec226a825d5ef4b4e64,NRLM kya hain? +1751,e68e8c94efc3be550d32ac9ff81dfd21,CLF ke internal auditor kaise deployment hote hai +1752,ab906d8f54c3c83726bbdad1b09a044f,governance kya hai +1753,7f9d55634ec2642ee4dccc20c95c6862,Ccl kya hai +1754,980f1dea29598018fd08e15b5f8bf0cc,What is Vulnerability Reduction Fund ? +1755,075b148740295a8e72f3d768f3f99a09,Generate a power point presentation on model clf +1756,d7dba3f0424ec71e051cb284db87be7e,What are the permanent and non-permanent staff positions at CLF as per the NRLM/SRLM Guidelines? +1757,b67769bfc516df1862a2f24fecc0dced,VGF का कितना पैसा मिलता है +1758,d79845c19984828cd623e88680460eba,Who's member in Steering committee +1759,bb51ab3bd52d4cb95f86d23407b41592,Who is responsible for issuing directives at the national level for the A-HELP program? +1760,a45c1a5f2ea48702cd605f8f629e77f3,Idle fund kya hota hai +1761,fc2eb88d63d7b51aa44773c5032f65df,What is the formula for calculating portfolio at risk or PAR? +1762,4ae784a895b8052193631aaa81949328,What is the role of the Secretary in a Village Level Federation (VLF)? +1763,70c8553708048ac81e11cb45ddd896ba,What are the key functions and steps involved in setting up and operating a Gender Resource Centre? +1764,5695b2940641aa96c786b7569c03c647,What is CIF +1765,3b9f4d62cafef6c875da12456dc531ae,What are the key implementation components? +1766,31acffe745f4cd04ba81bd240f4a0f84,SHG kiya h ? +1767,4110697be7b9454d612a8739c4092a77,How many years is the rotation of OB's? +1768,ffc97bbc36f708bcbcc5450c06a887de,modal CLF kya hai ? +1769,dcca2c71a1b8b671acfb5242a3f99276,उपसमितियों की परिभाषित भूमिकाएं जिमेदारिया और पोर्टफ़ोलियो क्या हा +1770,8d99aef0cff6ff55ea3152e3fd43d66c,प्रोग्राम सहायक का मॉडल CLF में किया रोल है +1771,ef09114b9c2fd6bbe1b85430494b0031,What is CMTC.? +1772,10cec01f664d389c582bf69f1b9dbf76,what or who is the plf +1773,86d46827685423a9682b21808ca88c98,Ccl loan kya hota hai +1774,3f0dd8d7d9f65cb04e1f9603a66af75e,सी एल एफ अकाउंटेंट की रोल रेस्पानसिबिलिटी क्या होती है +1775,bde6e9e627beb1c608898d6ffdb700b0,CCL kya hai +1776,757949be2a0746204ea5d6bd34dacaca,"Under the Pfme scheme, what's the seed capital?" +1777,e7e42f4d3b9736fbf2126339e8d8b477,सीएमटीसी के कार्य और सेवाए क्या है +1778,d7aa97f3ea139a874ed6fc77205c3740,What are the roles of AAW and CDPO under MoWCD in improving the nutritional status of women and children? +1779,eb7a7b9085607eab6e64c7d0562e2d29,"How to do accounting in CLF, EO and SSG" +1780,5218a2c43bb562825ecaf764c1ab4f1c,How to decide the policy on expenditure? +1781,755ece702ca427f3e71d26531733033e,NRLM में फंडिंग मैकेनिज्म क्या है? +1782,17969fa32cb80b830094683ebaeef3bd,सीबीओ की वैधानिक लेखापरीक्षा की प्रक्रिया क्या है? +1783,f07d9b3107330be065b8a38c3b49d2c7,What is a PG and FIG? +1784,14c91ddfc554c17d187e436a67ae42b0,What is the full form of FNHW? +1785,418fd8485a6d722e30765f329a9fc49c,Need for viability gap Fund +1786,a0484602aba94974bba2bfb137320611,When should statutory audit be conducted in CLF? +1787,897bedf7d01919194d3f9235b0eb53ce,How does the GRC function? +1788,96673f658800100249b4897c3b424101,What are the guidelines for membership in PLF? +1789,1efab4c788fe8e6c75e1896428f1b912,immersion site ke key performance indicators kya hai +1790,ab15fd219e13ad7e2e88641be1aad022,What is the primary objective of the Deendayal Antyodaya Yojana - National Rural Livelihoods Mission (DAY-NRLM)? +1791,50f2bf517f38f4890428efbc434bd0bc,MCLF staff me cluster manager ki salary kitni hoti hai +1792,607deb446bff7e3e574057270ba5ebd2,Accounting policy of Federation +1793,9629da1f6ba632524b121ffd8ee41aec,एडवाइजरी ऑन सैच्युटरी ऑडिट ऑफ सीएलएफ +1794,e149e216961e0d279b35833d94a10094,How many types of staff are there in the CBO? +1795,065bcf3390ed268ff701843e4ee40999,How can you make a use case for financial management at the CLF level? +1796,6a16ccd4ff97e8d41bff11f0ca8d703c,ह्यूमन रिसोर्स मैनुअल का समरी +1797,629b123be0654060daec5a067188aa1e,इमर्शन स्थलों को विकसित करने के प्राथमिक उद्देश्य क्या हैं? +1798,9352a2c56503973a8f48f446421a9152,This financial system was given by the National Financial Services Federation as a manual by the NRLM. Please make a good summary of it and tell me. +1799,bcba89a0e2dfb11b70b587b1610256ff,What are the key objective of SVEP? +1800,755c1bd468082d6c8a5ab8be516b1f73,objective of CMTC +1801,2fc3363e1ba83338aabd3c9e36aa91c3,CLF ACCOUNTANT POLICY +1802,8c08fdcae065c65f197e7f2fff9a72da,Model Sel UP mein interest rate kya hai +1803,681379c5dec8ea8d2808ab66aab287aa,तो लेवल फेडरेशन क्या होता है +1804,f7e8cf976c8172062b324e9e79c06445,why the need for Viability Gap Fund ? +1805,8359103b739c1ae93864acdae639faac,How about Daman and Diu +1806,b5b5ae455b1cb8dd6338fdf6f31f1e01,Answer this in Hindi +1807,2b2193f6c40184bb040847cc37f06f8b,सामुदायिक संगठन स्तरीय खातों का प्रबंध समझाए +1808,0bb53cbf3519c391e871e0cc9b1c7b38,MCLF में कोन कोन से रिकॉर्ड होते है +1809,e22c8ab83d75bc05b5f6b03bce3c141d,VGF for MCLF +1810,daed8d2bc78e0790df8670d5cd6b0eaa,"What is the remuneration, allowance and benefits when it comes to HR Manual?" +1811,7aa387fb69f1a8798cd91f805c69fbe4,Types of books of record which needs to maintained by CLF +1812,839922f3680e642c1041b31ad1359b94,How are FNHW interventions expected to be implemented by State Rural Livelihood Missions? +1813,7a816cf9b0fbb6e41704abafbe27713f,What is the total book of record in account section ? +1814,c615bfe245458c8cb1c363462d09fea7,What does it mean for SHG members to have access to entitlements and public services? +1815,b5f9fc81169fba3c64b0e9a20e3a7889,Aap kya he +1816,ce82358cabf35e414292cd2d1429a8d4,Who is signatory of CLF bank account +1817,922a1e67fe2d4eaea290da940c756cf2,क्लस्टर लेवल फ़ेडरेशन पर इमर्सन साईट क्यों जरूरी है +1818,6fd877463ed71ca96276021c7456454b,What is the purpose of the retired institution? +1819,83d46872ea8b06c66eee358797aaabb4,What key interventions should be taken up at the community level? +1820,2c4ce278b99fb0deb0ac9b845d5a345b,What is the depreciation of assets +1821,6d200fe3cc15c2de10495cdfe3a74567,Need information about MCLF +1822,76c91b79e824ffd374d19eb3c851424a,How member can be register in SHG +1823,b836f748f00a3fdd5af53dfd66870f30,"Explain about NRLM to a School Principal in bullet points. The School Principal is from Chennai, TamilNadu" +1824,ed655a771a9ed5bd8dfaf3a23778f322,What is the Non permanent staff members +1825,52916e7ebf3d8201e0f01ce9edcdf341,CLF audit kaun karta hai? +1826,17a7fe782b5ce25595f9e4812e6a9516,Is VGF applicable for all NRETP only? +1827,77cbee237ccf4a91a8240c000a22a0b9,शासन क्या होता है +1828,9352a2c56503973a8f48f446421a9152,This financial system was given by the National Financial Services Federation as a manual by the NRLM. Please make a good summary of it and tell me. +1829,1d0f8524445dc86746518a5bb696cb66,VGF का मुख्य लाभ क्या है? +1830,625a0e187a80f0bf1699caaea2b9b449,Can SHGs apply for VGF +1831,e982151310f9e5804f56cd889346eb42,What is the purpose of statutory audit +1832,6470320ab1ce4c9e5e5a17ba9e48f6e8,How is MCLF working in remote locations +1833,1273c23cc7fa8043d9f2e85eec08fb27,सीएलएफ़ स्टाफ में कौन कौन होते है +1834,12270ade43deccd1e2ee000d987a88eb,Clf books of records +1835,8493675b5f7331fb96bc8693e1a5dd8b,वैधानिक लेखापरीक्षा का उद्देश्य ? +1836,b3867db377f3dc7bc3c8c9a82908402c,How can we calculate the PAR in CLF +1837,1e36948b0b8ef6633fe73bd8f8d5ce19,सामुदायिक निवेश निधि (CIF) का उद्देश्य क्या है? +1838,89c00d77e2adcb49b3edeaeb5c5df48d,Cif kya hai +1839,16638a4385ab4f9548fc7f4520fa9211,What is the appraisal process of VGF? +1840,192c5ff6888059ccb44e524d0a20568c,What is Brf? +1841,098e2c641edbae0188c9310e76c66354,Flow of funds in federation kya hai +1842,4505f388ba15331b7ea85439e82cd665,Define responsibility of each cadres in managing CMTC +1843,8d25f84c030b1457b5203cf401266143,What is the maximum amount paid to BC sakhi +1844,949e9488cf9b8ff95c6931376f49827c,What does 'subscription of regular savings at SHG level' mean? +1845,62436093a9e7c9a57da1c88a65ab33ef,what is CMTC +1846,a1e76b0c0c212baec55ef110d46295fc,What is the summary of statutory audit policy +1847,ae269bcf1824234af36162df5dbbd7b4,What is the eligibility required for Cluster Manager? +1848,fdd4d9e4c027b571eb3424805f656936,Sale of assets kya hai +1849,b061f2f9bf625b95a391199981288f23,वैधानिक लेखापरीक्षा के लिए कितने कदम उठाने की आवश्यकता है? +1850,e3563752fe2ffd2402badafbcd5f8528,पोर्टफोलियो एड्रेस कैसे कैलकुलेट करते है +1851,f771ddb6f2397c789961e0dc6deeb7af,What are the objectives and key interventions involved in cluster development under DAY-NRLM? +1852,452132ddd281cf6e1d40e8550e44626a,how to pay internal audit fees? +1853,ec9c3df2f6453093978459b44d197498,What is the need of VGF fund in COBs. +1854,f66f3f1500d6e59e5d456020e0f2e94f,What is recruitment process of clf manager +1855,b66e8890168c4d901860b1f31677ef73,What are the main roles and responsibilities of a CLF manager? +1856,b87d8ee7a7c3e0fb4beed584a939df3b,Design an audit calendar +1857,49c81f0cad455b92895cff7d3889d621,सामुदायिक लेखापरीक्षा प्रणाली का उद्देश्य क्या है? +1858,4029324af0bcbdc3d632b467b39a4411,What are the guidelines for getting membership in Primary Level Federation? +1859,b0a9e59b81abc9dfe309fd2602407ad4,What is the Provision of Interest Subvention? +1860,33d5223bf6209e536332436ee220289d,What is the difference between BC Sakhi and Bank Sakhi +1861,c474c983fb7cd08d53f8a42c7d519e81,एमसीएलएफ़ की मीटिंग कैसे करते है +1862,ff4dec0f21b67f1ad289cc59f781f608,Eligibility criteria of tranche 2 +1863,da07ade66f68bf61c7ccd5831d849eaa,सीएलएफ क्या होता है +1864,b89603dd9617bb1f5448078517f5143a,VGF release hone ka timeline kya hai +1865,2db290996b6117d9a6ab2170a41058d4,Audit process in the CBO +1866,130b2d06d085c5ed175b7a1ba15eca09,Startup fund se fixed asset purchase entry kese kre +1867,5ea30ffc2791497c5fd3f251678cf181,village organisation में secretary की भूमिका क्या है? +1868,44d867a865d94b397d891dd110d2208b,Default ki definition kya hai ? +1869,10041fab63e17e6c7296e5981fd18e36,purpose of statutory audit +1870,bbbdd0973be850c7c84b77d08bf98ea3,Who are VO OB? +1871,2525c8d007326a160d6ea36598fbd4a0,What is process of Internal COBs audit? +1872,f54ec9e02fd134c913663e411261ef19,HR policy क्या है +1873,2adbd375eee16e65cd3e2236a90fc61b,Change Language +1874,a682196338d136a43747a00982c4673a,What is IBCB +1875,17b42c91838bed8342d3a1be06e25eff,CLF me meeting kese likhte hai +1876,76ad3ec5d0d16dd1ce84c1883c2f93e7,What is the criteria for selecting CMTC? +1877,df1037b70ca60d90d7460e3c5eeb5da9,what are the eligibility of appointment of SLF accountant and his roles and responsibilities +1878,e149e216961e0d279b35833d94a10094,How many types of staff are there in the CBO? +1879,080d8a745f6a6ddbd41aae88c5d0d730,SHG federation ko kaise increase Kiya jaa sakta hai +1880,b13422684b0c8a346a2991aceb3b94ba,संकुल संघ की वित्तीय नीतियां क्या है +1881,85363aae2222738de3f827b7cae46653,What is the full form of GRC? +1882,22f657fdbf6cf6707c4516964eb0bb89,what is the major roles and responsibilities of CLF manager? +1883,9d8c90c3abc2cda355549addfc3cd5ba,एसएचजी ऑडिटर के ऑनबोर्डिंग और क्षमता निर्माण में किन विषयों को शामिल किया जाना चाहिए? +1884,9494ca7e864aef8d35f464c0f0117bb1,"How to do accounting in CLF, Vivo and SSG" +1885,088edbc9ef9167cbcd007e84c35d9c4d,What are the purpose of the Community Spearhead Team (CST)? +1886,3adfe09fe8b1d1e82f5f10b65b86beb5,What is the policy of immersion for MCLF? +1887,afa5d814b0e7cc148714d4e727f0b160,what is the eligibility criteria for VGF funding tranche ii and iii +1888,1ffcb8b2e1f7c549b99e999b84bae7e3,who are AEWs? How can they help me? +1889,f92e0574c1d09f534c6475436e780423,What are the mandatory criteria for CLF to develop the Model Cluster Level Federation? +1890,735ee07c57e6ac1a361a128b3e0bd15d,What is the primary purpose of providing the Community Investment Fund (CIF) to SHGs? +1891,d3e32e9a3d59a704b10df5217446e60f,How many shg members are required in bank at the time of dual authentication +1892,f92b2f0228aebda3b150a85a21033471,vulnerability reduction fund is recorded in which type of account? +1893,b99d24a750063c5eb9dbf8e45f6066ef,How are individual beneficiaries selected for the AGEY program? +1894,d33cb853cc033a306acc98c829aef7b1,SOP ? +1895,a0129cb7b2b2ba1a9dd9700489e93a7c,Information about CMTC ? +1896,2f7f4f164c4d8c02e93a05e0c4eae5cb,What are the components of model CLF +1897,65842f5699f70f98fdfe878774b72220,ड्यूल ऑथेंटिकेशन क्या हॉट आहे? +1898,66ad3343c36868ccd97157da819c7912,What is the rational of model CLF immersion size? +1899,0874be1cd53243c6e929cdc7d2610ab3,MPR kya hota hai +1900,101a866b8190fbb384e927175a48c4b3,What are the eligibility criteria to become a CLF manager? +1901,192c5ff6888059ccb44e524d0a20568c,What is Brf? +1902,8af2f3ce8bb5de3a68cb47bb4bc809e0,CLF के कॉर्पस को कैसे बढ़ाया जा सकता है +1903,afcbafddb661541307f027cb39136a28,संकुल में हम कितना सीआईएफ रोटीशन में सग को एक मस्त दे सकते हैं +1904,c6d4fa35dca35e961995c53d9a99b72b,When advisory issued for diversification of Livelihood under NRLM? +1905,e63d19e6a5b41961f331fc57a173996c,what is the rate of interest rate for repayment SHG to VO? +1906,31032d4eb481afaff1d698f62650748a,What is the CMTC operational manual? +1907,91c4352baf9bf2609e8c205faa00008f,How should I work with the EC? +1908,3cfbfecc94afff96a480f14b57e6d289,What is the full form of MCLF +1909,14035956ac32ecf90761b5bee3c0bb0d,वैधानिक लेखापरीक्षा के लिए समयसीमा क्या है ? +1910,4398c133d17b64caa0adf30eb16277cc,What is the HR policy? +1911,30e57e029ec032d0ef8ae47d08cd0721,Objective of internal audit +1912,537ca3df19374b0ca8857d62287604f2,CBRM kya he +1913,0831b2ddf34dab4a10ed212c97248acf,What are the identification and selection criteria for the CRPs? +1914,0be15be219e92ec226a825d5ef4b4e64,NRLM kya hain? +1915,d54c74e614c1d1a691eab323177b6dd9,How do I check if PLF is working properly +1916,8f028218449aa0c7be89c9261218ecfd,OB ka full form kya hai +1917,ce8910ca2503be597f85c02b61cb4c43,Staff qualifications and years of experience +1918,65cd3b9aa2fe6f140da627c95a7d7e07,What is the main objectives of NBHM? +1919,4459a759c3f3505f92cf4f0b0ce23278,वाट इस द फुल फॉर्म ऑफ सी बी आर +1920,ac0b958e9753d7b74a687480ec228763,Explain PAR +1921,700f1b70b08941895ea0612e69995410,Dual authentication BC sakhi se kaise juda hai +1922,cb9f6b13e71e5b8a51536d11dc1c23d6,What do immersion models do in CLF? +1923,3de453a45913863ef5e92943c3110c26,CLF me ache susasn se kya mtlb hai +1924,2af8f3ac0d38de5a3a7a29ad46257df3,What is RL? +1925,5e338e0b4d9e24a3728e35f50736a1af,विसर्जन स्थल के प्रमुख स्तंभ क्या है +1926,b363c975d6c3812c4f75dd31a51f7091,What are some important considerations to remember while drafting the CLF's bylaws for registration? +1927,a928750ec0ea59c82e0613bf38a594a7,अकाउंटिन पॉलिसी का समरी +1928,af5465743ab43952398b95e9110fca2d,Clf की statutory के बारें में बताये +1929,46256a41b927b1f56b771539143ac1e8,CLF accountant to minimum eligibility criteria +1930,d5fe5dad3e880cc1d29c69bedf414dc5,एमसीएलफ क्या है +1931,77a8468c02bce5f90251de7e6ac470f8,Cif ko hindi me kya kahte hain +1932,5d9d4ea738a1e5e3d78891daeb68ff2b,modal CLF kya hai +1933,edcd8958251ff386de1cd14c75bcd13f,What are role and responsibilities of clf executive committee? +1934,086aba716b183a5fd8f70b38044b9121,SHGs ke members ko benefits kayse dilay +1935,ae19232eb1e42145077c3a55f83b9adc,What is full form of SVEP? +1936,6a21ba4ac7a79772fa3cf09f381a0a84,NRLM और MGNREGA के बीच क्या अभिसरण है? +1937,dcca2c71a1b8b671acfb5242a3f99276,उपसमितियों की परिभाषित भूमिकाएं जिमेदारिया और पोर्टफ़ोलियो क्या हा +1938,74503f0964c0ff7a6e8427bd4cf6677c,What is the eligibility criteria for Tranch - 1and tranch - 2 +1939,0dd398bf3f1ad3b89fad1d63164c6264,"Who are the members of the appraisal committee, and how does the committee work to recommend VGF?" +1940,f1e7a1885fd5fda3b8f83b95a4a42236,What is model clf +1941,05e85e0e502374a1b284085ecdab279f,MCLF Visioning Training +1942,ec9c3df2f6453093978459b44d197498,What is the need of VGF fund in COBs. +1943,3f95ea6842ff5009ab0da62bf65e6c41,Which type of cadre are will posted in CLF? +1944,5e5dbfb098348d328d023a986946d1d2,what is a VO +1945,82872631c3bc910b486a8a9175970fbf,What is the role and responsibility of a Lead Resource Person (LRP)? +1946,039c5a4f6a60653d409758d60d6ba78d,ग्राम स्तर के अधिकारियों (क्लस्टर समन्वयक/सामुदायिक आयोजक) और गैर सरकारी संगठनों की क्या भूमिका है? +1947,d7fab4bf112fdf9ac04539a46aa92f20,What does strengthening SBCC approaches mean? +1948,9fa31f32ad11a2ce39541a6fea7e8838,What is the Business correspondent model? +1949,1aa1f5a5496ee7cf0dc16294d30df2c7,In how many installments can the funds be released for MKSP under NRLM? +1950,0fa887828e73a183399c09eb3a3a9b7a,"Need for viability gap Fund ? + +VGF ka upyog kese jata hai ? + +Federation ki jarurat hai ? + +Income kya hai ?" +1951,56290d6b7ed99c96f9517bacaecb4e6e,What is Statuary audit? +1952,403b1ea3174d66d645d87c6dfc1ee64e,What procedures and processes should be followed for CLEP audit? +1953,942347feab48c224c73472c5f7179ddc,What is CRP? +1954,6d0cabbbf39bb11e6e958ded22447c0e,What are the criteria for the identification of BC Sakhi? +1955,779bb3631ae135a37d8e65b2586eb34a,CMTC ka kanuni anupalan kya hai? +1956,a73d59d84616606d9147b370d260990f,PMFME कि परिभाषा बताये +1957,1baa4b8b02353e8d016a5348c227e772,HR or office management kya hota hai ? +1958,52ce1f68ac8ba43ea7fc4182fccbe73d,सीबीओ समुदाय +1959,43facfe7acaa581fd99ea23231df5fda,Clf manager's chain eligibility. +1960,9bd7f12c554de4c9e708a2d715c410c2,क्लस्टर मैनेजर की चयन प्रक्रिया क्या है? +1961,b16e6719f46f195c3e62ec6912d2bf81,Annual plan or finencial plan kya hota hai +1962,62436093a9e7c9a57da1c88a65ab33ef,what is CMTC +1963,30705340e48e004decdb1f709dfa4cf9,What is the formula for portfolio at risk? +1964,018b81c342d14d9033639c611321ab21,What are the key focus area of FNHW? +1965,3b831f2fb5a9c955a1b7d498aa5690aa,सामुदायिक संगठन में ग्रेडिंग की आवश्यकता और लाभ क्या है? +1966,a61432b9a07f54589749542d5f60893e,एक्सपेन्डिचर क्या है +1967,f73094288daeb86aa0fddd062266ced2,आंतरिक सीओबी ऑडिट की प्रक्रिया क्या है? +1968,597b9cfc1cf4188a9f1be4ff8123304e,What is SHG group? +1969,c8ab74ed4ef06df4ffe56e31fd8f790d,What is the frequency of an internal audit at CLF level? +1970,365aab03ffa7479ecb04add868810d13,Explain asset acquisition policy ? +1971,3813fff4599c6b2e32b6c1f2f57d728c,PAR ka matlab kya hai CLF level pr +1972,3e14d0a36d9408d8555cf13df766db74,What are the key components of annual budget for the case of SAG federations? +1973,06cbe01b95d833b274ba18f447dbc700,Guidance note for promotion and strengthening of CLF? +1974,ee67205d8be5a88c30e5cd85a5a7cc44,What is operational Income from the business of CLF? +1975,9712a8e5d01a3905a01925fb7fdb5883,What types of information is recorded in the general ledger of CBOs? +1976,2a2bae384a6e011bca1ac0eedd4f9fa8,modal seeeleph kya hai? +1977,66152ff92d5fa9e33fb5355b066c0c07,What key indicators should be focused on in the HPSRLM Gender Component? +1978,8f75e356cd90d9cc51b91ef696773832,सीबीओ की वैधानिक लेखापरीक्षा का उद्देश्य क्या है? +1979,b982a47aa081538f32bb1e008a084350,what do the receipts and payments look like in chart of accounts +1980,3bca4c0ef6b4ce13559c54c78e16ce38,What are the Limitations of PGS? +1981,e0691193cc38f747f402505e0150d774,If more detailing required? +1982,09fc5c2df74702a75d3c39c37612172f,सीएलएफ़ में कौन कौन से कैडर होते है +1983,fb87ac7dd9ef54cfc499dab66f00fde3,What shall be an effective monitoring system for SHG bank linkage program and the disbursal of Mission funds that shall be adopted by the states? +1984,8313f18ec9dbc10713119282d46c55ca,What are the selection criteria for SHG producers/artisans in the HPSRLM database? +1985,95d10468d658c6044b2e6b5130806c05,AGEY ka summary +1986,94fe4d4f1a554ea3b2918b7b9438e4c7,VGF योजना का क्रियान्वयन कौन सुनिश्चित करता है? +1987,6f3bf3880f44f3c8c4065fe9519ada27,Regarding fund and finance +1988,b91a44ac8d0cac2767c8a5076cec3d55,What are roles and responsibilities of OBs in a CLF +1989,6ac40ab0200d0745f9682b3ee220627f,Miscellaneous फंड कोन सा होता है +1990,d46ac266620db2d55a3091f4a8f41bd3,Cmtc ki traing kon kon le sakta h +1991,fbcc8c4dbfc2c4029d1dc21255b442a8,describe fund flow of federation +1992,ca2af9064a050fb5f4e40e512c2e870d,What are the three guiding principles for supporting the elderly? +1993,ec79acf6da50cceeaed607f53e3dbb66,परिचालन लागत क्या होती है +1994,8d2c92c8989c7f743f43a0c1ae3d01bb,What are the three components that an internal audit should cover? +1995,635b800f090badaf973b64dbbc597a96,सीएलएप्स +1996,50c62b44b70bb327a174aef82691640c,grading or audit kyu jruri hai +1997,930d0072c83b926e3dd2c4072ed9df66,Statutory audit करने की प्रक्रिया क्या है +1998,6930b8151bbe6e3755fda2a65cd242f5,सीएलएफ प्रबंधक की सेवा समाप्ति की प्रक्रिया क्या है? +1999,d796eb31c09c48848753aa117f3f48d8,Startup kyu दिया जाता है +2000,957d9805fdf4821fe4c0d66f383b1234,subcommittee kyu jruri hai +2001,d53c3a812d67eae84113e20a3af63844,What are the six broad aspects of training needed for livelihood sub-committee members? +2002,d83472653436060d729aa0399c260681,CBRM committee ke kon members hote hain? +2003,58c151408a06d2af06dec38edb4b9fa1,What is objectives of GRC in NRLM? +2004,4811e6aef9069f3000c669e76cdbcdd8,Expenditure or outflow me kya antar hai? +2005,66b038f58f92a1c8ccdabc9a93fdf6d3,Provision or allotment made regarding the fund ? +2006,87bf032305117bc8c6cee913611227fc,What is SHG? +2007,90e27ea50dcd68794ae100d4e3b88375,"What are the permanent and non-permanent staff positions at Vo as per the NRLM/SRLM Guidelines? (write in brief, only 10 words per position). Make an exhaustive list" +2008,00f3bc195544a21c1c7c0a2d8e97d935,Is it necessary to attend RSETI Training for Digi pay Sakhi? +2009,43facfe7acaa581fd99ea23231df5fda,Clf manager's chain eligibility. +2010,057e96a44c7594e6cc0faa2d08b466be,What are the benefits of dual authentication facility? +2011,1c39c6432572e6cf4b638c74a01219a9,Satutory audit ka process kya hai? +2012,155dc66e6e0b801e90f136671cc9b00b,CLF staff ke bare me btaye +2013,de8ecfc47903237b7399633e9751f882,What is the method of Dient Distribution? +2014,496c246cefb8096b9ea4a0eb51e586b3,क्लस्टर लेवल फेडरेशन (CLF) के पंजीकरण के लिए चयन मानदंड क्या हैं? +2015,e10dabcaace371684c3c3f6c9017d4e8,Who will review the perfomance of CMTC +2016,1ede68447e12de12ca5f943335ad73be,What is the advisory around MCLF? +2017,c82243e29899ea5d4de2712752d454a1,what is the role of a BMM in QA +2018,2b52b04bdda1cc46bdc8bbdc908f7741,which procedures and processes are required for CLF audit +2019,d815e1cede76433d9008e3d9479e2c88,कैपिटल और रेवेन्यू नेचर के इनफ्लो और आउटफ्लो क्या है? +2020,8f22bfb565ad17685bbb2a6d4a2f2f6c,What is AEW +2021,1ad3a47b0d4701107215c67644a5537f,How to evaluate Model CLF immersion site +2022,5e17c0e5a225c6966fad6117694e200c,What is maturation stage?? +2023,df99c8e4da1b3bf4e20c9297ebddda3b,RF +2024,7e5d22c97568c769aeb900ed9f942657,How CMTC can be managed +2025,317dddc3c0b438e38a7c8577d9a06b14,what is subcommittee in CLF +2026,268aef727c1e817ca635a931eeb6382f,Who does the retainer consultants report to? +2027,f366db94ae0bd2233e4abe7cccbbf95d,Provide the summary of dual authentication process +2028,93f06826f52267a64e62eaa178f2d31c,What is the internal audit ? +2029,638d4e20a4996fd5bf67289620213b39,What is the difference between the purpose of capital and revenue? +2030,7e57a4087dce011e6127dca386676adf,answer this question on the basis of an RLM guideline +2031,7d808794da050ad5ae08418ee8da5d7d,What is the asset policy +2032,1d9ec30944febda05d120b002192c100,how to calculate LLR +2033,57e73c6601d64db5772c3556beba4a4f,SOP ka kya mtlb hai +2034,d329c745114fabb7dcc88f829610b5fb,What is the life cycle of CLF. +2035,02b8870e5c8c3f207b93141df68ecf22,What happens to the share capital of an SHG if it withdraws from VLF? +2036,61cbf5ff0830beaf9a2eb0e9cb3c9a2e,How much amount of sustainability that fund VGF? +2037,d4e700c4dc5479e0f7c68c4ef247da3b,Release fund +2038,86c7d08bbe21bbb02795eae865312887,vision document of MCLF +2039,e514e8b694933e38fb1565d64ce97f4f,Can I read full cmtc doccuments +2040,b5f08bb4cb87302697fe120075ef37be,सीएलएफ उप समितियां के बारे में +2041,00f0a1c13f26642a41be514aff20e17c,SOP on financial management of CLF +2042,9da9e4fc786e918d896d2c874bf05d9b,What are the training programs for Clfs in Cmtc guidelines? +2043,bae428d24b7fd6762eae5e8f71f0c637,How many times does a test take place? +2044,4ae784a895b8052193631aaa81949328,What is the role of the Secretary in a Village Level Federation (VLF)? +2045,771eb807ffaa2d37ff92202c5e99ce45,What are the responsibilities of the State Level Core Committee for FNHW? +2046,cbab0229cc03bcce640c699b4c461e3d,What are the eligibility criteria for LRG? +2047,00753d2ed22d7de929446d028f1f72a3,सी एलफ में ऑर्डेट केस कोो करनी चाहिए +2048,3375d6e07939653a1263342686c7dfe9,What are the objectives of the Aajeevika Grameen Express Yojana (AGEY)? +2049,312810b27d4050f06e7cffbb41d23df9,What is process of dual authentication. +2050,042f5b62767ca11f92aed59d5cba66e1,What is the components of audit. +2051,5ea30ffc2791497c5fd3f251678cf181,village organisation में secretary की भूमिका क्या है? +2052,54fb4cda1440f9c4f9f3d04adf49db33,What is selection criteria of CMTC manager? +2053,af5a953be2099d722acc553faecefc32,Why CMTC is needed? +2054,18530ffb2744074e24e2759729a20a6c,Which book of CBO is called 'Mother Book'? +2055,4c15954b7b293d1aa33de8ad976540ef,What is CBOs +2056,0a3afb6668959749e92fea97544562c1,HR management of Cmtc for staff +2057,9f81a816b26a8317b5db2dead8bb1109,SHG ka apna corpus Kiya hota h +2058,138043e4a560107fac0f7a2295e12a3e,Internal audit ke bare me btaiye +2059,65d362bc253f2f9436ff6ca37b8cf3d7,What types of support are provided to food processing units under the scheme? +2060,5c0afecf386e67fa2f28f2d124f2908a,What is the full form of AAP? +2061,73824c4743cee578c72df26a8de5f09f,एमसीएलएफ़ की क्या नीतियाँ होती है +2062,990c49d3cd945d7de6c6c3724f180f3d,सोसायटी एक्ट और कॉपरेटिव सोसायटी में क्या अंतर है +2063,e8b42b39b2db00f598e7cb805e61204d,Clf governance ko majbut karne ke liye kon konsi training karani chahie +2064,045911e67998af4f6eb32652040dfd18,What are the key performance indicators for an Immersion Site? +2065,cb1461cfa5b60235e4972391d86f60e8,What is Credit Linkage Process in SHG? +2066,b85ce3772326505cf68af735cf12f037,What is the major pillers of immersion sites. +2067,91daa4c7431ba8e5c5c63bff0e687a90,What are the key features and responsibilities of a BRC in the SVEP program? +2068,3c53b2b13e7d2a200181c04cf31b5b8e,एस एच जी की इंटरनल ऑडिट का कितना फीस लगता है +2069,6993ca22e3763616997689301329429e,वीजीएफ क्या है +2070,97d6547a75e49da48f4cdd68046b8d8c,What is HR manual +2071,9593c03a3bee890a31de6a4a48a01a60,Clf मे HR स्टाफ मे कौन कौन होता है। +2072,f963ab3e4ef6bf963e35e75bc9b48e80,MCIP kya he +2073,8002e6bd7e85c33e8c30c87c54620ea2,isko hindi me dikhaye +2074,0b32108be641eb0b095956aeb9726d4c,सीएमटीसी के माध्यम से सीएलएफ को किस प्रकार से वित्तीय लाभ प्राप्त होता है? +2075,e8b42b39b2db00f598e7cb805e61204d,Clf governance ko majbut karne ke liye kon konsi training karani chahie +2076,514d0796ea8090dc858ab6d249f061e9,What is IB? +2077,e61b8b4f6447b418978ce9917fbac022,Federation ki Account policy kya hoti h +2078,6de3f7faf010465e102fc62d6213505d,What are the different types of funds that CLF receive +2079,d2bdecd7e59af04a1efdd1f5ab99c264,What are the key steps and mechanisms involved in the review and monitoring process for farm livelihoods at various levels in SRLM? +2080,4948bf883d94731975908695bc2dd3db,What is the recommended startup amount for a Cluster-Level Federation (CLF) according to the National Rural Livelihoods Mission (NRLM)? +2081,0f011dcdbb7f755be0c399eb60f1a571,What is the role of Village level functionaries (Cluster Coordinator/ Community Organizer) and NGOs? +2082,edcba672a4c904054224a86688645e70,What are the criteria for an enterprise to be considered a MED enterprise? +2083,ca54957c7e58b51fb15638a90d974411,वी आर फन्ड क्या होता है +2084,5a482c37ca1f0583a9be39d626e209ce,What is the step of Clf registration? +2085,b695145210513325c9cf0516bd45c2d4,What is the purpose of the Thiru TR Institution? +2086,268aef727c1e817ca635a931eeb6382f,Who does the retainer consultants report to? +2087,a59ecbad4df34ac36af0cc9dc2343dae,How many CC can be deployed in one cluster? +2088,d98926f58139082945f8d4391b214687,What are the minimum eligibility criteria for CLF Accountant? +2089,1aa1f5a5496ee7cf0dc16294d30df2c7,In how many installments can the funds be released for MKSP under NRLM? +2090,57a82632a5c715daaa1e37c8e3fe99ec,How to form the shg +2091,e9b70bdf7fd8ad2feaa7dc4bfd61f7f4,Explain on financial management policies in CLFs +2092,77d9f1827218c7a47929f281b5f20cfc,वाट इस द एसेज +2093,f3869f57b3fc6ce78e4ad99dbd6a64c7,Provide a summary of advisory around immersion model CLF +2094,edb6cb748ef4bf5caeb022c554d06f4c,What are the benefits of internal Audit ? +2095,8566e6519415eace1d34da95aaec3e76,What are the broad components of IFC? +2096,394c5997c59d1d3b0be80308e6b7818c,What are the criteria for selecting a Technical Support Agency (TSA) for cluster development? +2097,f8c25316d8d8d8dd0cda719ac1d2c264,portfolio in arrears kaise calculate kar sakte hai +2098,d8a9b5efacf7996dc7cf3128ec9e9931,CIF kya hai +2099,a6a85acee5069ce1f3dda54b42ab5f2e,Who conducts internal grading of CLF? +2100,bae2e08cbb1200aa584bdc737e34627e,Accounting ka time kya hota hai? +2101,779bb3631ae135a37d8e65b2586eb34a,CMTC ka kanuni anupalan kya hai? +2102,7b09fce2e8dfab6090032c281ea7471f,How clear and accurate were the answers I (Kunji) provided? +2103,ecd32961c16788b94cbf7b8479c1072a,लोन डिफ़ॉल्ट हो गया तो हम क्या कर सकते हैं +2104,2869a55d23e867d2289ad134672e6bc5,डुअल ऑथेम्टिकेशन क्या है +2105,eed86745b070c10a94ba5cc081fa8f5b,What is the financial system of fedration. +2106,647d5a080d8cc18b768eb3971e40c1c4,What is Clf income +2107,29154785dea1ef32f06eae2ba58f4c03,How to prepare list of blocks for activation? +2108,657bccaff80d0df214b3e76c5545c5d7,What is the mandatory agenda for the CBRM committee? +2109,8b743f7c54343500bdb56c8d632467f7,Master trainer kon hota hai +2110,276d5aacb6ff2a650b38c34e112bcbf0,What’s lifecycle of clf +2111,919b3178f27f31f2c1e8c98c4b182400,संकुल स्तरीय संगठन में हम एक समूह को कितना रोतेशन में ऋण दे सकते हैं? +2112,a29a0dbb3b02b309e27bf33293f1ef04,What is dual authentication? +2113,77cbee237ccf4a91a8240c000a22a0b9,शासन क्या होता है +2114,6c3caee843635ebeaab490cfccf4ee5c,What are the documents which are required for dual authentication +2115,1545a7b0cccca19089e00c59dd029f33,What is CMTC and what the important points to create a calender for this? +2116,76c91b79e824ffd374d19eb3c851424a,How member can be register in SHG +2117,1da36f4696666eb36b81b46edd43f7cc,Generate a list of training inputs for each of CLF staff +2118,a058f2d93cdffb10dd28dbea8785d4e9,"to record liquidity, what format should the CLF accountant use to record inflows and outflows each month?" +2119,d90f4fa05bef173dd1a47582152459fc,Savm sahayata samuh mein kharidi prakriya kaise sanchalit ki jaati hai +2120,d4fd0b69ac036ceedf21b1d6943e5e64,Eligibility criteria of trench 2 +2121,09aa34424e390f5483b491a579c46dbe,What is process of CBOs HR deployed? +2122,23d4953ac57e4679a4f0aa837ab045a9,And what are the important guidelines or recommendations to be used while monitoring model CLF's performance in terms of vulnerability gap fund? +2123,096d26c2e720822ba98073e98b2097b6,pls check again +2124,d7c6626b67c11c4bbe44de74421b9f11,What is the project period of MKSP under NRLM? +2125,aa664682929d730ad3adf0f3b49516f7,Full form of cmtc +2126,3341722b8dc99591db540718c0406a51,What is the process flow of fund transfer to CLF for MKSP? +2127,13ea6e61db10bcf9488bda07b2554cc0,What is the training methodology of CMTC? 25 +2128,de5ac7ead5a183f255dcdc19b947cc8c,Receipts and payments of accounting policies +2129,ac944448b054c9acca1e99e3509c4db8,hum kisi gav ko saturate kab manege? +2130,5fa972ae28d1fbae57317b67326462b5,What are the documents required for activation of community based organization? 25 +2131,e5d74469d9fcb6c91fe1622b41227f81,Startup fund se fixed asset ko balance sheet and income & expectations me kese diktat +2132,0fd8872dacae9b9760fa59ebcd625d16,what is an RF? +2133,79b2e4ad15fce4938a14447daaf11689,Startup fund se fixed asset ko balance sheet me kese diktat +2134,5616405fc1e5172b26c0d527c94968f0,Please tell us about VGF +2135,154e996728a679021b0b7e69cf52293a,What is the checklist for developing an immersion site for FNHW? +2136,f2bae6cada5e517528185dbd035726c6,What is the criteria of selection of MCLF to establish CMTC? +2137,24fef94603d51dba6f149a366d74b753,VRF fund ka paisa shg ya vo pr milta h +2138,be7ca03fc6f075106cc99b74d0aee618,How do SHGs repay CIF to VOs? +2139,adf896773939bf7f0663ab7a3ce019b4,What staffing is required in blocks where the MED program is proposed? +2140,d87fcddd6cb0f45244c73b32546d9c02,What are the staff qualification and years of experience in each category co staff? +2141,0f93313e06be4ea54eeb0cc1b6c03ba6,CLF rotation amount kya hota hai or kyu jruri hai +2142,abf1b474df1e6e8218fd27b9243c9dda,SOP kya hai +2143,c56bfb4559dd709a056c22d484377af2,Ask again +2144,73b3de6a4a1d6e66b5b3278713d550aa,इमर्शन मॉडल सीएलएफ के संबंध में क्या सलाह है? +2145,beee38339d6f4832c4d8a5daf34e0e63,What is the criteria of MCLFs to establish CMTC +2146,18ea9875a04de2b694103f1ec7a43c2c,Books of record updating se kya impact padta ha +2147,9069ccb527291e5496766828d9e9e1d0,system of leadership ko paribhashit kare +2148,f0e3de267c3e6f037a2affaea17d3516,आंतरिक शिकायत समिति के बारे में मुझे बताएं +2149,e65c117b2915e1843c809ef538e17deb,क्लस्टर मैनेजर के लिये आवश्यक पात्रता क्या है? +2150,17880862c575af81f4e070a1596fd86f,what are the objectives to promoting nutri-garden +2151,8f07f8530de8248f42e4bf3ff80bc71a,संगठन कितने प्रकार के होते है +2152,4afa3a073512473d36131dfd43c8dacb,Idle fund Kiya hota h +2153,d2f39e0560d52040935df38d0a0c0235,What is the nature of expenditure for VGF? +2154,9753597445e83617584c1ef449794064,Specimen copy of share certificate book +2155,f8a94296d0473e16a48eb38d4bc23014,What is the interest rate for PMFME Scheme? +2156,e1c8fe2026722e5b28af492bee9d3fef,What role do National Resource Persons (NRPs) play in supporting the State Rural Livelihoods Missions (SRLMs)? +2157,c56bfb4559dd709a056c22d484377af2,Ask again +2158,52692ca29adc402f79a16c07c3f93d4b,What are the eligibility criteria for SHGs to get loans under DAY-NRLM? +2159,078e0005fc0cf43f09853e873b4db1a3,What is the revised funding pattern for the Mahila Kisan Sashaktikaran Pariyojana (MKSP) under NRLM? +2160,9cd38ed8f4dc8725547ce2746ed937a4,What is the purpose of Cif? +2161,57f09216c172911dd0aac3d1b4b33be3,Nrlm +2162,d408a1aa85754055633ce1e7814fc05b,AEGY कितने ब्लॉक्स में लागू है? +2163,11001fabdbde14bbb6a84d262edc5c0e,What are the objectives of the Mahila Kisan Shashaktikaran Pariyojana (MKSP) launched under the DAY National Rural Livelihoods Mission? +2164,fddd41edcbe9a6d9aa2d372dada7c8ad,HR Policy +2165,721fde2ffc6c01c493a86dd23347458f,What is the process of CIF repayment +2166,f4dcbcad521eb2efdb559da5aeea241b,What type of work is permissible under MGNREGA for a community Nutrition Garden? +2167,8d75f056e67b775e2f29339f2692fd32,CLF MIS के मुख्य कार्य क्या-क्या होते हैं +2168,d796eb31c09c48848753aa117f3f48d8,Startup kyu दिया जाता है +2169,b6da559b3e4d056d8671e35c152ac782,What is the procedure for internal audit? +2170,e66847b74919e2a5f25166ace2654f66,एसएचजी में क्रेडिट लिंकेज प्रक्रिया क्या है? +2171,64f24f6f16c8db4706d5b0c60031b0aa,What is the Revolving Fund (RF) and Community investment support Fund (CIF)? +2172,43ce5857e859499bd5a97315de5be3c2,वाट इस द लाइवलीहुड फंड +2173,b846d55b908f293ad4ce89577202fdeb,"What are the permanent and non-permanent staff positions at SHG as per the NRLM/SRLM Guidelines? (write in brief, only 10 words per position). Make an exhaustive list" +2174,1c5741360cb473ae2dd1e7812cdcfedd,what is the PLF +2175,b5d57c2d81f2c256a947048ee8c9a281,types of social capital in community-based institutions. +2176,e1c373578924d18a6ff33f89dec97c61,VGF ka process kya hai? +2177,ab5fa5e98dfe07c538dd375bffe222da,Icrp's roles and responsibilities care. +2178,aededebf49435791f1c4420fa4126b6d,एसएचजी ऑडिट की प्रक्रिया क्या है? +2179,1bc4df606f9db3ebd0f1d8d7c581e17d,CLF का रिकॉर्ड +2180,10041fab63e17e6c7296e5981fd18e36,purpose of statutory audit +2181,101a866b8190fbb384e927175a48c4b3,What are the eligibility criteria to become a CLF manager? +2182,1edfdb10c011ebb70773eecfb72e33df,CCL kya hota ha +2183,19d2eb8cfa54883a3ed21d7d8742fa16,On what basis VGF is given? +2184,442ae472c4559c397c933e3874d3c0cb,What activities should be planned in a Model CLF where digital finance and insurance interventions are included? +2185,479d1895db257f0efbc1508bd785298f,CLF office bearers change in how many yeats +2186,01c845167d664c5cb93f2112e0c8be59,Give me a summary of Standard operating process? +2187,3b9585d797db51512d26fd6ef45746df,What arrangements are required to set up a weekly market for SHG members? +2188,dfc92ac8b829bc2f46ac05ad5a247089,What is UHN? +2189,e0e3836d708193af9cf451bec39ab7db,Who is the signatory of the CLF bank account?? +2190,8f2161313dd0238b59cf0be31eecd212,What is the accounting policy of CBOs +2191,d144cc85ef1b4c69af9801377e3df776,फेडरेशन में पोर्टफोलियो का प्रबंधन +2192,b363a2593efc5459979c8e6146b94ed0,क्लस्टर लेवल फेडरेशन के अंदर हम किन-किन कर्मचारियों की नियुक्ति कर सकते हैं +2193,1a41843f34f112f25fdb909cd79c129f,क्लस्टर स्तरीय फेडरेशन (सीएलएफ) के प्रशासन और संचालन के लिए प्रणालियाँ क्यों महत्वपूर्ण हैं? +2194,bf6ce14de5490587e2a6743cfda9c46c,What are the specific objectives of MKSP? +2195,324d5a6c72f8171259795904c97d61a2,What are the major pillars of immersion site that shall be strengthened +2196,97a3659b39b93617870bb626f3a80c86,What is the internal audit policy of MCILF? +2197,740a807d55326cda5e5721a5fc3616bd,AGEY mai konse blocks mai kaam hona hai? +2198,18ea9875a04de2b694103f1ec7a43c2c,Books of record updating se kya impact padta ha +2199,1c0e912eb338b7f957c73f97acbe8aa7,Who is the signatory for the (CLF) bank account? +2200,90426fd816c605e1b535a45a576a51f8,"Who will conduct the training of beneficiaries, and what are the options if District Level Trainers are unavailable?" +2201,990c49d3cd945d7de6c6c3724f180f3d,सोसायटी एक्ट और कॉपरेटिव सोसायटी में क्या अंतर है +2202,81711cad38bfb685fc4c6181c5d8c6c6,"What are the permanent and non-permanent staff positions at CLF as per the NRLM/SRLM Guidelines? (write in brief, only 10 words per position)." +2203,e6c381165ed84be51fd09d187c484bcc,What are the roles and responsibilities of the nodal CLF/VO for the Him Ira Rasoi program? +2204,8f07f8530de8248f42e4bf3ff80bc71a,संगठन कितने प्रकार के होते है +2205,3d7b25dcb77762be67146f5f12f2a55b,What is liquidity risk? +2206,345926581ea69e90dae2ec9fdcc93145,Frequency of internal audit +2207,edcd8958251ff386de1cd14c75bcd13f,What are role and responsibilities of clf executive committee? +2208,588f1f315d551ebfe382d41eaf185bfc,What is the purpose of Statutory audit of CBO? +2209,cf0503f20b4cadd98d5bb1f8b20882fe,What are the benefits of the dual authentication facility? +2210,fc73c71814d081c25b990321ba20cc0b,What is Cmtc's basic infrastructure? +2211,43a976043a47125220cde03146b282a9,See how much the test decreases. +2212,0b1134c0ff9248e5e77b6dd6fe041d2c,CLF faaicial system ? +2213,8becf779d44ec2d2c9d923ac8b6e0c70,वी जीएफ क्या हैं +2214,6c7a0e0fed0f6ae0bdb9f02745cdc905,What is asset acquisition policy mean +2215,9f64e9b727bfd642cc2979cfcc40db2d,Agrasar kya hai? +2216,30705340e48e004decdb1f709dfa4cf9,What is the formula for portfolio at risk? +2217,f03e0f28cceab28d8385af727361bbed,Minimum eligibility criteria for selection of CLF manager. +2218,895976496644ac9e9933b20f3281e3d4,Can earlier loan defaulters be members of the SHGs? +2219,63529dac7a9430ae5a0639bf12b8b9e8,Access the well organized database of policy documents +2220,fc097b7516e1fb55a4f884afd2dea954,generate a list of training inputs for each of the CLF staff +2221,e6c7e8f34534773a590e25680dfa3801,I need 25 MCQ of PRI CBO documents to Training need assessment of CBO office bearer under NRLM. it need it all in very simple and Hindi language +2222,1a7d6c1a88803ecc6cd4bb3902ee351d,What is CCL +2223,e963372c4813fafc414b5b2e99a808b1,सीबीओ की वैधानिक लेखापरीक्षा की समयसीमा क्या है? +2224,ecd32961c16788b94cbf7b8479c1072a,लोन डिफ़ॉल्ट हो गया तो हम क्या कर सकते हैं +2225,ecce09665712384dec38be3734a6561a,What are the documents required for SHG comply with KYC norms +2226,9428a910430f45870525d7c0ce6cbfe5,Dual Authentication kya Hota hai? +2227,396874f35729ed9fe9c51c79bbdceac5,CLF VO or SHG ke auditor ka mandey kitna hota hai +2228,8cf930e9de93a6268c1ff6d220168ee9,Statutory audit ka uddeshya kya hai? +2229,59c7278305be0737676aef45de5b941c,CMTC ka basic infrastructure kya hai? +2230,70c8553708048ac81e11cb45ddd896ba,What are the key functions and steps involved in setting up and operating a Gender Resource Centre? +2231,fbbf52148d460750aaef67b0b40d935e,what is financially sustainable in the CLF +2232,d3bc241a60a61f34eccbc29c6841e9cd,How should internal audits be conducted +2233,5289aed6ebf777c8bc4d79f2ad3ad33f,CLF मे सही से धन का प्रवहा कैसे हो सकता हैं +2234,607deb446bff7e3e574057270ba5ebd2,Accounting policy of Federation +2235,4a5e6001ea68e5efb02b7e7fc2eb1eac,Parameters of model CLF +2236,5fc8b5f7128febb90c4a87625eaec355,Who are CRPs +2237,13ade8db852d727801535cd90fbb775a,Asset policy kya hoti h +2238,b43219b026acb55a6e03a28369ca3db8,सलेक्शन ऑफ ऑडिटर फॉर स्टेट्युरी ऑडिटर +2239,8cbc4f06f1bccd9b73eb7ed072c77b7b,दोहरी प्रमाणीकरण सुविधा क्या है? +2240,fedbe61b5212235e1898385d74a7b9d7,CLF manager ko selection ki eligibility criteria kya hai ? +2241,16638a4385ab4f9548fc7f4520fa9211,What is the appraisal process of VGF? +2242,638d4e20a4996fd5bf67289620213b39,What is the difference between the purpose of capital and revenue? +2243,26aa6daa9c85902bcd5c4da3ff250079,how many subcommittee form in MCLF +2244,93b53cf2b0cc371e6758f1e88ffeda75,Make a pictorial flow chart on formation of model CLF +2245,58f3beefc7f2699a562987b74838e5c6,अगर कोई ग्राम संगठन समय पर बचत जमा नहीं करवा रहा है क्या कानूनी कार्यवाही की जा सकती है +2246,657bccaff80d0df214b3e76c5545c5d7,What is the mandatory agenda for the CBRM committee? +2247,d77cbb61d4b7460422cfddc810fd9ef9,CLF grading kyu ki jati hai +2248,e7d3655e030387977f2c2bdf766c36f4,Idle fund kya hota hai? +2249,52916e7ebf3d8201e0f01ce9edcdf341,CLF audit kaun karta hai? +2250,22702974904b75057a375d96efd7655e,व्यवहार्यता निधि क्या होती हैं +2251,f5bef8e6b9c5f7f4327ed486528d2994,What is mclf +2252,a7b1fb382153d7dc14eada7422e15831,"What is the management structure for implementing and monitoring the scheme at the Central, State, and District levels?" +2253,58a100a55d0e0da691058e2bacefbf66,CMTC me HH kya karegee +2254,fef71fd0eaf1d5e977ee637c001c68c3,what is double entry system +2255,54572b73f8eb50ba20be844401aa70d1,how much amount of availability gap under +2256,a26ea3521c65aeaee1c52db4faeb1575,Sallection prosess of auditer +2257,1490967b9f8e31d4b1756ae919465f2d,What records and registers need to be kept at the CHC for smooth operations? +2258,2536476655dca823c15cc7b536e1e8ea,"If the CLF manager doesn't want it, then what should be the capacity?" +2259,f177e7dff84bd48cf5523992e9f71df3,मॉडल CLF का एडवाइजरी +2260,2ea4fb44cfc6526a5c34045a42eaf3f6,एसओपी के बारे में बताएं +2261,5b88875db8ea250d88ea3bf7735458af,मॉडल सीएलएफ एसआरपीएस के लिए पात्रता मानदंड क्या है +2262,e0dfa85c44b956609d00568b226b4eaf,If you don't have relevant information please don't give general information +2263,c98b8c6d9bc41caa55eff759a38f3a1d,VRF क्यू दिया जाता h +2264,08c240aac9b6a4baf044b74e3d7760ac,What are the expectations from CRP? +2265,cc8360b9f7e84ec61493fe99b87feddf,Portfolio management in federation +2266,3f6f2a2ff50f90b774d42888df469d02,What is the role of National Rural Livelihood Mission for promotion of moringa/ drumstick? +2267,2d9717395104d73297df60a2d773e33e,What is the Asset Policy? +2268,90431c569c9f6a7928bc8e2da630cb3e,how to conduct ToT on Orientation of the CLF Members on Statutory audit +2269,8826b97864514b4cfed7edf3d36dd845,what is an VO or who is a VO +2270,26b0c4cce6d8d67a001af0b7dd58e323,Why have the model CLS sites been created? +2271,e963372c4813fafc414b5b2e99a808b1,सीबीओ की वैधानिक लेखापरीक्षा की समयसीमा क्या है? +2272,44d867a865d94b397d891dd110d2208b,Default ki definition kya hai ? +2273,c68a3b52174de1dc7334b28a654b6916,How often should clf accounts be audited +2274,92e524b2fe31f9d053949a93cb1fce8b,What criteria are used to identify Mahila Kisan for organic farming? +2275,317dddc3c0b438e38a7c8577d9a06b14,what is subcommittee in CLF +2276,2a5992fd49c37d15a55ce3e043c2d054,इमर्शन मॉडल सीएलएफ पर सलाह/दिशानिर्देश क्या हैं? +2277,ee2d0a0896e01be14209b3237a194e81,मोस्ट एडवांटेजियस बीड क्या है? +2278,06c9bc481a569a93dc586881f7ac02ee,सीएमटीसी में रखे जाने वाले नामों की सूची बनाएं +2279,71633ef6b43969072f4b9f2d80a8c7a9,गवर्मेंस के बारे में बताए +2280,8628f26d44433e5e3488224e72cd7416,What are the OSF guidelines under NRLM? +2281,6e5e3ba77429003ea87fdf8db47fafbd,What are the broad components of the programme for supporting the food processing sector? +2282,b459a951589a17496af99d41f94b9ddc,Viability Gap Fund +2283,3fc235a3a67dfe67afb0c59a74de1979,PIA kya hota hai? +2284,13ea6e61db10bcf9488bda07b2554cc0,What is the training methodology of CMTC? 25 +2285,f5bed85bf3e73692497c1396bbcfbc9d,CF kya he +2286,bd661a16e3f87479a907f34e6acdcb58,VRF के बारे मे बताये +2287,a6c12672116031915915eaf1215e827b,संपादन करना +2288,74a845cc3cf0d87f2e60c0ab0d71e3eb,अकाउंटेंट पॉलिसी क्या होती है ? +2289,17b87b232e0c2fbf42ce0e90f5b4d4b3,what is formula of loan loss calculation +2290,846bd6da2d55755ef5b7b2be92749a33,Dual authentication ka uddeshya ka hai +2291,30236cb1ebd3a6bfa588cc60707dd6e6,इनटरनल ओडिट ओर एक्सटर्नल ओडिट में क्या अतंर है +2292,957d9805fdf4821fe4c0d66f383b1234,subcommittee kyu jruri hai +2293,b615eab6d0c944109248460ae76fe787,What is unique document identification number +2294,3ea1190571eccab7b8af92279342245a,types of audit of CBOs? +2295,97e3100573141c86ba3b3027c9ade5d2,What is the necessary capacity for a cluster manager? +2296,0457a5e2f92a3c325a8a774b5d70a639,When advisory issued for promotion of moringa/ drumstick in convergence? +2297,e3563752fe2ffd2402badafbcd5f8528,पोर्टफोलियो एड्रेस कैसे कैलकुलेट करते है +2298,19e69537fe8b824bf09b6c0135aba9b3,Dual authentic implementation SOP? +2299,755c1bd468082d6c8a5ab8be516b1f73,objective of CMTC +2300,58d619421d8424c2093d654f63e6c892,Give me 5 most important points on physical verification of assets policy +2301,88a24bd8e6782825c1f9b08fae638eea,What is manual functioning system of SHG federation +2302,187a6400a9e75331fd8b1533bad7aaac,अंत समाचार विस्तार +2303,af6fe2c856b2512531e9118ad3c7884d,निम्नलिखित में से पांच लाख रुपये पर 6% प्रति वर्ष की दर से मासिक ब्याज कितना होगा? +2304,18672e44be690df55afe2499ec5e7327,GRC member list? +2305,4654f4a556b1f6888f680f1563153949,CRP ka area of operation kya hai +2306,b033e04fe1021fcacea78ec2812f544c,Vo jwala group ke Pradhan or sectorty ka naam +2307,12aebd12f7d8f257bac27dd1acfe7ebf,Who performs the internal audit of clfs +2308,1fa0023c4ff0ffb32bd2f9ffc0207b92,सीएलएफ DCB के बारे में बताए +2309,8ea55a0930807de43b366d7f25c09c4e,What is vrf +2310,5bf27547b9421972374f81b2db447420,Vo की सीएलएफ मे ग्रेडिंग किस प्रकार की जाती है। +2311,1273c23cc7fa8043d9f2e85eec08fb27,सीएलएफ़ स्टाफ में कौन कौन होते है +2312,01dc016741d8ee066525716e6d90f642,PIP ka full form +2313,1a7d6c1a88803ecc6cd4bb3902ee351d,What is CCL +2314,2e0c17cc40459f698bcf0cd3496ac044,What is a Burnability Reduction Fund? +2315,cf4c0a75a4a792fca1c1c4b54fb6cf6e,एनआरएलएम क्या है? +2316,07c24b5e1a88f51fcde4dc0b206be9d5,What is impact of clf manager orientation +2317,d329c745114fabb7dcc88f829610b5fb,What is the life cycle of CLF. +2318,9e6a3774b6103c39eeee3d02fade10be,"Jab CLF, VO or SHG ki audit ki jati hai to inka mandey kitna hona chaiye" +2319,4ce15c1141264d951f3dd212c0dbdaa2,Provide a summary for HR Manual. +2320,dd92fb6087e84a28f991e7a801b9786d,How will the Dual Authentication Implementation of SOP? +2321,9f126cbf62850e72c8f667bf2fe878de,Statutory audit ke kya steps hai? +2322,de821205ccf595828856194afc0f3245,What are the key objectives of the Farm Livelihoods interventions under DAY-NRLM? +2323,c77b236f0ea39e9f4fa610eb54c7ba5a,What are the functions and activities of the village organization? +2324,eed86745b070c10a94ba5cc081fa8f5b,What is the financial system of fedration. +2325,8865c1ead29528ea6dd13656c43c63de,What is meant by dual authentication? +2326,e74d3a530c69544d40a6dd755dfe97ea,What are the roles & responsibilities of iCRP teams? +2327,cb695d4503ce3af71bac4e1477560bee,Different between clf and MClf +2328,4073f418a94390a7fd4d38fff76a3ee6,Functioning service of Cmtc +2329,f4e5e58ca2a5031111a4569cb993c422,What is the basic infrastructure of Cmtc? +2330,2e934abf95cf12876c31e945d600915d,प्रति विसर्जन स्थल पर सीएलएफ स्तर क्यों जरूरी है +2331,00f3bc195544a21c1c7c0a2d8e97d935,Is it necessary to attend RSETI Training for Digi pay Sakhi? +2332,c9a0b7e9e41d1ca82e74d7e57442a632,What is the eligibility criteria for the CLF manager? 25 +2333,77f395d0425ebc129ce75f84d9924e94,How to conduct ToT on Orientation of the CLF Members on Statutory audit? +2334,f249d932c628567309c5e3ed0b42e4ce,expenditure aur outflow mein antar kya hai +2335,a79c6f1b4f36dedd3fadae0b6e3d620a,प्रशिक्षण अवधि के दौरान AHELP का वजीफा क्या है? +2336,7f7cd3f3bb67acd20b3dbd788e53b74b,How to update the stock and register +2337,c82243e29899ea5d4de2712752d454a1,what is the role of a BMM in QA +2338,fdfc9848075d9a2a642145624a39187b,"Defined Roles, Responsibilities and Portfolios of Sub-committees" +2339,3bca4c0ef6b4ce13559c54c78e16ce38,What are the Limitations of PGS? +2340,30a7360afe5556a4803e9a37b8df185d,PG k bare m bataye +2341,18d315879e1505a1c3e16b8b9ca8c3ba,फिजिकल ऑडिट किया होता है +2342,7fddb62fa50fddd8c8d0a764df260afd,What is the difference between a physical and financial audit? +2343,d66b06278ddb36f05ae6ce6118e40ebe,SHG federation ka fund flow kya hai +2344,5289aed6ebf777c8bc4d79f2ad3ad33f,CLF मे सही से धन का प्रवहा कैसे हो सकता हैं +2345,021fb43db4466fe29fe391ab01968474,What is the process of auditing CLF +2346,cbbae0e1309079eddc1599940a5ee59f,What is the need of CLF manager? +2347,35e3babce96f15b66ef90b5b14eec175,Mclf mein immersion site ke indicators kons e h ? +2348,c44ff541b07789d5d7f965113ac36872,cash book kya hai +2349,611808a5977fa55b461b80fd697f42b7,जोखिम निवारण निधि के बारे में समझाए +2350,3c625f29d930bef36dce4697cc6d696d,बैंक्स की पॉलिसी क्या है जो +2351,7854805a8c46c06959861a487de101b3,वी जीएफ के बारे में बताए +2352,58c151408a06d2af06dec38edb4b9fa1,What is objectives of GRC in NRLM? +2353,28ddba013a6f7cdc42f3e7e2d6b27136,What is the process of appointment of accountant in CBOs. +2354,16eb9bcadedf1ef9e4c91c3aff168a12,क्लस्टर लेवल फेडरेशन का पंजीकरण महत्वपूर्ण और आवश्यक क्यों है? +2355,53c23c713db6b7b86d2a39c03b8af817,What topics should be covered in the onboarding and capacity building of an SHG auditor? +2356,6226f37aad81f0f79fa36b6aa61aad1a,What is the role of MoFPI in PMFME Scheme for DAY-NRLM? +2357,130b2d06d085c5ed175b7a1ba15eca09,Startup fund se fixed asset purchase entry kese kre +2358,03511da1e98aaa0a7f5dd85af092d38e,Who is the responsible for financial management in CMTC? +2359,fd2c716a39caeb1a70d5b3895ae2fffd,What is the Objective and function of CMTCs. +2360,b844e98e0538caa59a98fb1dadd79b12,How much money can we loan to the group in rotation from CIF? +2361,914a6bab5d46a9f2ed30167598a0fdac,PIP ka kya process hota hai? +2362,8702fdee7f2bc0bbadacea4d6da5fa2e,CBOs ko majbut kaise banaye? +2363,1ca741dad6a79c144e301cd24f38ba20,What are the three major categories of intervention possible on the marketing side? +2364,4851a6c95cfb0de130c854a553a6bc20,what are the provisions of statutory audit in Andhra Pradehs +2365,1f01202b3079bfe5b1b44433c2209295,स्टैच्यूटरी ऑडिट क्या है +2366,f0273f0a9d13d6fcd830708a05aebfe3,What is ST? +2367,f4e6df3fe830c5d6d1cf68a02bac4402,What is das sutras +2368,f3f6d8b9b6ff9890e1e384be8272faa2,मिसलेनियस फंड क्या होता है +2369,b7b8275b6397ad487a0e265368614529,BC पॉइंट किसको दे सकते हैं +2370,276d5aacb6ff2a650b38c34e112bcbf0,What’s lifecycle of clf +2371,229913bec0d155f6762af9203d494100,What implementation mechanisms need to be in place for a Model CLF? +2372,635b800f090badaf973b64dbbc597a96,सीएलएप्स +2373,c28bf2804f6e8622f00eaf674f243078,"Who organizes the training for Master Trainers, DLT, DRP, and beneficiaries under the PMFME scheme?" +2374,92fc462bf98bfb3e7ad3454135d817de,What is the objective of community audit system of CBOs. +2375,ac91eb3c778b6e9ef1eeafd8d5afd29a,What should be the annual depreciation rate of a motorcycle?? +2376,ec19b7792be66c1623327b055f29a23d,What are the indicative criteria or guidelines for NMMU/SMMU/DMMU to assess the performance of CLFs under IFC? +2377,2f1c9558036c95996778820bb615bc6b,Clf मै कैडर लगाने कि क्या योग्यता होनी चाहिए +2378,43a976043a47125220cde03146b282a9,See how much the test decreases. +2379,ab15fd219e13ad7e2e88641be1aad022,What is the primary objective of the Deendayal Antyodaya Yojana - National Rural Livelihoods Mission (DAY-NRLM)? +2380,879e588ab8ccf9bcd826d3d7b981c56e,What is IBCB? +2381,102154095302bb12cd60adb128571750,CLF audits k bare me btaye +2382,59e35ac08cd6f6e5eb1f43bff68c7740,सलिप में कौन कौन से कैडर होते हैं +2383,edc2c56a39d4883c3463db70ef55c92e,वाट इस द फुल फॉरम ऑफ सी बी आर एम +2384,7f9d55634ec2642ee4dccc20c95c6862,Ccl kya hai +2385,c91af1b157f41d5ee75639f826859de9,What is the full form of CMTC +2386,61ebcfd1a4b6ab4e5fb6d3303ce2de6f,What is the honorarium to BC agents +2387,66f9b3be89bc89c930f43e17fbd4bb88,How to calculate DCB opening Balance and closing Balance +2388,9ef99508121854843697dff29c94d2e5,Who is an internal Community Resource Person? +2389,223446b7217e5b27bc77f7839424ba89,मडललर म मॉडल्स हियलर मै कौन कौन से रेिकॉर्ड होते हैं +2390,e765403597cc4f13ed6e4e31ab7a7445,Please explain VRF +2391,bec48b4fd9d80335b0ca381aa654a6ea,CMTC operational manual ko vistar se samjhaye +2392,d1d92f23cc27351569f7a66b7ec562b5,"How much will LRGs be paid per day, and what does the payment include?" +2393,c94dc7a69753a038ce6f1ad9940c939a,"NRLM ke tehat universal institutional architecture kya hai, aur members ko isme kaise mobilize kiya jata hai?" +2394,6a2cc399d441d3dc0e4f3136fb599a71,What are the steps involved in the roll-out strategy for implementing the IFC? +2395,7a0930c68c1074dd0ee231f0a8f11ba4,How to calculate portfolio at risk? +2396,3af979212712ad204454572ebe052a62,impact of CBOs Training +2397,138043e4a560107fac0f7a2295e12a3e,Internal audit ke bare me btaiye +2398,64d7d65114f40fbe61f1b5f15be05b15,What should be the management and policies of the employees of the Federation? +2399,77b641f4ce11b620811a96bf4e5169b9,एक्सटर्नल ऑडिट कैसे करते है +2400,da0d9fa30b92d81f27cec28b67292d28,CLF की मीटिंग में अध्यक्ष और उपाध्यक्ष के अनुपस्थिति में CLF मीटिंग की अध्यक्षता कौन करेगा? 100 +2401,b74ae42710287bcc31207bc841663fb2,what are the core skills required for a CRP-HNG +2402,a341d3df17b947cbbac4aef0c2754292,What is the process for promoting Producer Groups? +2403,f81db07e1e7a9758f8f7147881e75503,Discuss 5 most important points of the NRLM HR Manual? +2404,a682196338d136a43747a00982c4673a,What is IBCB +2405,69751d0df3a94075044e014a161076bf,what is the life Cyle of CLF +2406,2e80ea6287567290f5d160ab6d2b858c,What is governance +2407,5f4903a08a275bfb885abb60fab55e65,Who will be responsible to design training programme & budget for CMTC +2408,8e6038881b7e910bcd36e484d175d285,सीबीओ एचआर की तैनाती की प्रक्रिया क्या है? +2409,7d43744997d80c5192860c248fef524e,What are the two types of models for the development of beekeeping under this Mission/Scheme? +2410,9741998a865f57cd6aaea388dbffcd2a,@results.voice_to_text.asr_response_text +2411,e6d6c38b0dc380c667173ee3be952403,What is the VGF fund. +2412,aee39bede365bc013dc50df4cd5a5227,What are the objectives of the State Resource Person (SRP)? +2413,1ad3a47b0d4701107215c67644a5537f,How to evaluate Model CLF immersion site +2414,7fe9bc7cdf5cbcf5709e744a92ffc97a,CLF ki internal audit 1 saal me kitne baar hogi +2415,38df0e33f658981613a15edb0d5fcb14,What is the staff structure of the SRLM +2416,f65d455bc8b7836950a0b0403c2ce3c3,दोहरी प्रमाणीकरण सुविधा क्या है +2417,4b42548e27c4007fca02f73b34eefa70,What is the BC sakhi rules +2418,054c2c9027f5aba135890d2205147c3e,osf guidelines +2419,1f13235a2cc6824026c7f3631c4906df,What needs to be done to create a BDP of CLF? +2420,7139a54d8c879fc28adfe5bc84a61e95,What are the selection criteria for registration of the Cluster Level Federation (CLF)? +2421,81a9920939857626edbf054e00c80c6c,Who are the key staff deployed at CLF level in model CLF program? +2422,507ff1a789a4b636419ea9540b78f1cc,DCB KAISE BANAYE CLF MAI +2423,0a3afb6668959749e92fea97544562c1,HR management of Cmtc for staff +2424,62417e0e89516e96c5590eabac7360b6,"What information is recorded in the Loan Ledger, which provides details about loans issued by CBOs? give answer in one sentence" +2425,68af2f1254cde4db663b836e9973a47b,what is an rf? +2426,64599151b18a516ac5a27103623baeaf,What are the KPIs of CLFs +2427,aedb10625c5bba0db6a7664ede6bb616,What is the difference between bank sakhi and Bank mitra +2428,09d5eb5b7d890201e9988b26fb232aeb,Grave-1's Radius Cell +2429,be87ba52541e082e4b1b79a34a9b8982,महासंघ की लेखांकन नीतियाँ क्या हैं? +2430,82647ff95ba682d5df9ae438c154adfc,अग्रसर क्या है? +2431,19ac1b8be075c1d7ee50a66daf42555a,Okay thanks +2432,eb76f4a6a4c8022b68eaa30c9eff10fc,What is the eligibility of Clf manager? +2433,222fd178f58b8246a76dc8571c338717,"What is the process for applying to the AGEY program, and how are applications evaluated?" +2434,a2dd96df27975bacb393afba4e1cbb2d,सी.एल.एफ. के लिए वैधानिक लेखापरीक्षा का प्राथमिक उद्देश्य क्या है? +2435,927dd7888d848b71af6bb32ed40e315c,What is the convergence between NRLM and MGNREGA? +2436,de6f8af3a98e93a6d3a9493c323689e2,VGF Fund ka kitna pesa diya jata hai ? +2437,4565ba2adc4107570a55e68bd3ea3491,इमर्शन साइट का चुनाव करने का मुख्य बिंदु क्या है? +2438,b4667180c9f080bd227b978dda3ea3d2,What is importance of loan portfolio and its effect on federations +2439,7bb74dffc336fb91acd0d4ad26daff1c,Accountant ko kaise hire kaarna haai? +2440,d33cb853cc033a306acc98c829aef7b1,SOP ? +2441,ae269bcf1824234af36162df5dbbd7b4,What is the eligibility required for Cluster Manager? +2442,2a4012de00206c2d1ea5b6cd0011cd81,Clf many books of record in clf +2443,e0130174360986eae3e46e83f5b41b4e,What is the monitoring and reporting process for LRG? +2444,73824c4743cee578c72df26a8de5f09f,एमसीएलएफ़ की क्या नीतियाँ होती है +2445,f07577f1b7b846126f024ea5e0347302,What is LLR +2446,aca3bd7f6821bb23ca1f7d47922a0cd2,What is the MCLF immersion model? +2447,ea0e9d7ac6b89174162b7eb0261b21a4,What does DAY-NRLM say about AEWs +2448,cf5a189838f216d3f3d0e26cf7bbb030,संकुल स्तरीय संगठन में पोर्टफोलियो का प्रबंध +2449,755ece702ca427f3e71d26531733033e,NRLM में फंडिंग मैकेनिज्म क्या है? +2450,a0eeef5fc43d7af46ce4fc7df6f695e3,सीएलएफ मैनेजर की पॉलिसी के बारे में +2451,f246105ee7ca91626de5376f7f651c69,What is the timeline for statutory audit of CBO? +2452,62720a29b6cf06af828f7fdeacf79a35,Shg Kiya h +2453,4c1bb90740c0bcb2442744a50832da67,immersion site +2454,da8f4a1181eec6c5e2133a08e2a6293c,can you design an internal audit Callender for CLF according to the guidelines by NRLM? +2455,29bf4bbcbfb64d997f49dcd8cf039a3f,CCL kiya ha +2456,6d49795d46aab17537f17138d4f8cc4c,CMTC क्या है! +2457,a9fe814bf8505159b67c8458819c1165,What is idle fund? +2458,94d721aabf24dac640e7852fe8766410,स्टैच्यूटेरी आऑडिट के बारे में समझाएंगे +2459,0831b2ddf34dab4a10ed212c97248acf,What are the identification and selection criteria for the CRPs? +2460,b0b35040f0d42e64015bf3989bdd9156,what is MCLF +2461,f60a45102e4e781ba38910e7c5829768,AAP Kya he +2462,306ca4aab658d3ae53f141e6d60ab796,What are the eligibility criteria for the State Resource Person (SRP)? +2463,363ba925e76ec9bc4e2523919612e378,What is the purpose of this Pnhw? +2464,588f1f315d551ebfe382d41eaf185bfc,What is the purpose of Statutory audit of CBO? +2465,a058f2d93cdffb10dd28dbea8785d4e9,"to record liquidity, what format should the CLF accountant use to record inflows and outflows each month?" +2466,c37e7a22ddb9fa525cead51ddfc43e79,What are the steps to register for Clf?? +2467,b6da559b3e4d056d8671e35c152ac782,What is the procedure for internal audit? +2468,bb950dc9ea0a71cc72fcc6e30f79f543,What is CMTX +2469,87c784756fd9dea4aa7df294380d86f8,Cmtc centre ka criteria kya hota hai +2470,f66f3f1500d6e59e5d456020e0f2e94f,What is recruitment process of clf manager +2471,4d26abad066b3f377fd6cd67b86ab785,Visioning kya hai +2472,66079918b8d848a6bb5a038f6b8ead4b,what is RF? How can I use it? +2473,1ea5f136ee9d1ab141ef9eea0f4945ae,Objective of forming community based organization +2474,6326ec85a968a5a4156b9ba2f964f624,Statutory Audit ki timeline kya hai? +2475,4dc5ef088b419b48951dd43391a84a05,What is dual authentication? How does it affect accounts? +2476,e13839e06a049524bf9d21c52e20cf7f,SHG का वार्षिक बजट कैसे तैयार करें +2477,c038ea33813ecd2cc373cfbe3a8125ae,Explain accounting method of federation +2478,65842f5699f70f98fdfe878774b72220,ड्यूल ऑथेंटिकेशन क्या हॉट आहे? +2479,90908a24909be98e75c70ac2aecef745,सामुदायिक संगठन स्तरीय खातों का प्रबंध +2480,e11ce0728dad78ac964a6e91bcc4c272,what is the rate of interest rate SHG to VO? +2481,4c14e7a7785f8af37d6e0b94299fe3f8,How do promotion and strengthening of CLF? +2482,c374be1993b902384d9d4fa48780af26,importance of CLF accountant in CLF level. +2483,d6f264203e5932e2cedae8d987d77051,डिफ़ॉल्ट की डेफिनिशन क्या है +2484,f8df347fbe20e74cb16114d583c47072,What is the process of fund release for the SRLM under SVEP program? +2485,be148a3c8805def850bbf75d8a5b8514,Who are the Users of CHC? +2486,92e0f44bc5082f6bc24ac9bc5cfac5e2,what is the provision policy for loan loss in CLF? +2487,17813576a21cba65aeb17c673e5ea64d,"According to the Cooperative Acts, the office bearers of the Cluster Level Federation are required to be changed after how many years?" +2488,5c890f5dd0a63201cccd50aebd0ecc2e,What is admission fee paid to SLF +2489,2c73b614c3a91a1e89e77e8edcbaec9e,What is the recommended mode of transactions at the Cluster-Level Federation (CLF) ? +2490,bb7b1c513463169a9a392ec53e034b1c,Criteria of selection of MCLFs to establish CMTC +2491,7854805a8c46c06959861a487de101b3,वी जीएफ के बारे में बताए +2492,78398797c2c3fd15902a478593e7b5d3,पोर्टफोलियो अत रिस्क का फार्मूला क्या है? +2493,c0314b546bf79eaf03bc0ae6ffd564bc,MPR kaise banae +2494,7ab7098dda46379bede6c0be949ce7e7,kaun kaun se activities livelihood ki promotion (pgs maan lo) ke andar plan kiya jaata hai +2495,ac00025a9728acdbcf0eb2fac8d1dc76,What is the role of State Mission Management Units in analyzing data and supporting Block Mission Units? +2496,9b8f0f1bd941e1bfb51abfb82e6f5390,Does the AEGY revised advisory say that the state should decide on the number of blocks in which it is to be implemented? +2497,6d94892482e818ebd65ff33976617762,How many CLF staffs are there in a CLF? +2498,3ea1190571eccab7b8af92279342245a,types of audit of CBOs? +2499,98f27c64fdad805a14ed657c64f2e802,Vrf. +2500,7b26a75e72efb778f64d50ca07338a80,What is the main amount? +2501,d87fcddd6cb0f45244c73b32546d9c02,What are the staff qualification and years of experience in each category co staff? +2502,87bf032305117bc8c6cee913611227fc,What is SHG? +2503,2701831ec721a4ce394b23e365e97991,what is dual accounting? +2504,0c25c7897edc34fd0e0ae786a7419209,Make me an Annual action plan +2505,0209bef024d3c917a87578b793a3267b,Who are the Cbrm committee members. +2506,34378b4a76252415926a5abf11387077,What is the interest rate charged to entrepreneur borrowers who take loans from the CIF under SVEP? +2507,3cebae97e639bd56dbbdd7d9b3f03694,What is the process to appointment of auditor for statutory audit +2508,2e0c17cc40459f698bcf0cd3496ac044,What is a Burnability Reduction Fund? +2509,55db0c1c25ea1200a06d7ae236cb567f,Dual authentication kya hai +2510,d23551b4dae04413eacc1bc2ee4c0eb9,Dual authentication kya hota hai +2511,f03e0f28cceab28d8385af727361bbed,Minimum eligibility criteria for selection of CLF manager. +2512,4c14e7a7785f8af37d6e0b94299fe3f8,How do promotion and strengthening of CLF? +2513,8fc53270b50ead3c63b424c5be80c7b3,What is the interest rate on loans provided to SHGs under the PMFME scheme? +2514,93ce1f53299f1ac3e35ae60ae761a3d5,Membership fee saal me kitni hoti hai +2515,b60d0f14488c80cf954491d6d86c0529,Prepare 20 multiple choice questions for CLF office bearers from Model CLF guidelines +2516,c4a8be221249b93795484bc6bd35d6ee,वीजीएफ के लिए व्यय की स्वभाव क्या है? +2517,6b53ddf6cfd2c2445aafa43e0c7c4532,What is the function and services of CMTC? +2518,bffe39ccba61e8aa3e66db118a81c850,Information about VGF +2519,306ca4aab658d3ae53f141e6d60ab796,What are the eligibility criteria for the State Resource Person (SRP)? +2520,839922f3680e642c1041b31ad1359b94,How are FNHW interventions expected to be implemented by State Rural Livelihood Missions? +2521,7ab7098dda46379bede6c0be949ce7e7,kaun kaun se activities livelihood ki promotion (pgs maan lo) ke andar plan kiya jaata hai +2522,e9b70bdf7fd8ad2feaa7dc4bfd61f7f4,Explain on financial management policies in CLFs +2523,052b5d67d84d9483d437187574f4f23d,Internal Audit of CLF +2524,c1a8dad4629150e8e68a54f47da1b86d,Cluster audit ko kaise kiya jate +2525,462d9738d7ae936945338a3f10adda6a,What are the systems of mature immersion site +2526,57f09216c172911dd0aac3d1b4b33be3,Nrlm +2527,4d15a59de836629f6effc4fb6461a441,What is the objective of the Thiriy Tyre Institution? +2528,d80376f589dbee8da41869038afb7b85,What documents are required to make an AAP of CLF? +2529,1b2565c8eafc4c82c951a970c9c7ca76,What is the monthly interest on Rs 500000 at the rate of 6% per annum? +2530,d144cc85ef1b4c69af9801377e3df776,फेडरेशन में पोर्टफोलियो का प्रबंधन +2531,d2bdecd7e59af04a1efdd1f5ab99c264,What are the key steps and mechanisms involved in the review and monitoring process for farm livelihoods at various levels in SRLM? +2532,f2e95d989c0e0d9bc5d5d390c932ec80,Internal audit kya hai?? +2533,c2f4c889084428ac1c62a3c9513d23b8,What is MCLF? +2534,860402bac31c43071ecb0b853f3121b8,VGF kb upyog kese jata hai +2535,f935dac8b2bcc8d9836b78e722603bb0,Vo me kitne staff hote hai +2536,2ad6d7a267f282e4de191791aa87399a,What is the procedure of bank linkage of CLF? +2537,33d5223bf6209e536332436ee220289d,What is the difference between BC Sakhi and Bank Sakhi +2538,29bf4bbcbfb64d997f49dcd8cf039a3f,CCL kiya ha +2539,5fc8b5f7128febb90c4a87625eaec355,Who are CRPs +2540,c86ce6fc28622a66989f0ba4cb864957,What are the 4 criterias of lakhpati didi households +2541,3c54063a0ce1f34a8235fb3404a17120,What are the those designation of OB's.? +2542,2701831ec721a4ce394b23e365e97991,what is dual accounting? +2543,bdf986415cf01883e542b1a07b6d6ec6,इनकम क्या है +2544,5ff0414a916b632b22565979b17f626a,What is the main summary of the document - “guidance note on clf” +2545,30a7360afe5556a4803e9a37b8df185d,PG k bare m bataye +2546,83d46872ea8b06c66eee358797aaabb4,What key interventions should be taken up at the community level? +2547,6d0cabbbf39bb11e6e958ded22447c0e,What are the criteria for the identification of BC Sakhi? +2548,59bebb91adac917aafece6811cf712ca,एसच जी क्या हैं +2549,97d6547a75e49da48f4cdd68046b8d8c,What is HR manual +2550,6ba981daadf35e68247d93a84fc3d1c9,What is RF +2551,b1b26888d935a2f8c02a148a5f795c17,वीयओ में आईडियल फंडे कितना होना चाहिए +2552,302a713dd31e7daaeef7b2832fefa5dd,Process of dual authentication +2553,81f4d365ddad2e22930091a7a64688bb,What are the steps for Internal Audit +2554,189a2540b9f1cc29d653fdb794ddb0e7,Who does the DMMU members report? +2555,f177e7dff84bd48cf5523992e9f71df3,मॉडल CLF का एडवाइजरी +2556,c8ab74ed4ef06df4ffe56e31fd8f790d,What is the frequency of an internal audit at CLF level? +2557,b836f748f00a3fdd5af53dfd66870f30,"Explain about NRLM to a School Principal in bullet points. The School Principal is from Chennai, TamilNadu" +2558,190f1aea953c84f0f414b864e2cd6511,CLF में कोन कोन से रजिस्टर होते है +2559,b1c51939e4aee39445140a2c14b4cda9,Can a Master Trainer provide training to District Resource Persons under the PMFME scheme? +2560,82647ff95ba682d5df9ae438c154adfc,अग्रसर क्या है? +2561,12d9a7ec589c9a251dd8d0e1fc1f5b0e,Sho aur bo ke sambandh kya hain? +2562,dc419272054ca1caa363d9178607b380,CMTC me trainer/Resource person ka patrata kya honi chahiye? +2563,312810b27d4050f06e7cffbb41d23df9,What is process of dual authentication. +2564,ff08a4f17e71f5e2b76f74dcc56b96e3,सीएलएफ़ मेकेनिज्म क्या होता है +2565,060ee9bcbb9ae736c52737dff0d223b3,What is LLP - Pls try again +2566,7ae83da789bfa540092f9c7500c4056f,When was conducted the internal audit +2567,0eb2e99fa94be1c11fe54542cb28fe89,What is the process of selection CBOs for immersion sites. +2568,f3a4c54290b424c9b29cbb43d2828367,Federation ki kya jarurat hai ? +2569,68f6fed11582c567a6ffd71e0991bcdf,What is the eligibility for VO level community auditor? +2570,ccb4b96242eee3cd02fc42afe5e52582,भर्ती का विज्ञापन निकालने के लिए किन बातों का ध्यान रखना चाहिए +2571,cedc12d098adc04d0b8b8d9e033034dc,What are the two primary roles of NROs in the implementation of the SVEP? +2572,a6dbef6cca51789045fdb60cb835e488,community audit system kya hai or kyu jruri hai +2573,cb695d4503ce3af71bac4e1477560bee,Different between clf and MClf +2574,d89093fdd1aff7cf89b03614660a554b,"How do MoWCD, MoHFW, and MoRD work together on behavioral change and communication?" +2575,ec79acf6da50cceeaed607f53e3dbb66,परिचालन लागत क्या होती है +2576,b5b5ae455b1cb8dd6338fdf6f31f1e01,Answer this in Hindi +2577,ce82358cabf35e414292cd2d1429a8d4,Who is signatory of CLF bank account +2578,7d808794da050ad5ae08418ee8da5d7d,What is the asset policy +2579,06d882d675753ad1b3e0918363f35af5,"What information is recorded in the Loan Ledger, which provides details about loans issued by CBOs?" +2580,7aa387fb69f1a8798cd91f805c69fbe4,Types of books of record which needs to maintained by CLF +2581,b7e23788c5c9effd376546ee6880b1c0,किस प्रकार की गतिविधियों के लिए सामुदायिक निधि का उपयोग किया जा सकता है? +2582,818ea8c5ce2baaddc51a0dda34865529,What is the full form of VGF? +2583,ebc2de4a464fe684ab3d1a3f269f503b,Model CLF ke kya components hai +2584,54d71ecb704ef96a5a5f3a528c1378a8,सीएमटीसी सेंटर कितने दिनों तक उपयोग होना चाहिए? +2585,4423b7efe33cf61d3f879d385aca4b99,CLF SOP ka kya mtlb hai +2586,6140234433bb9093fb0439a1fb7a8853,CLF ka registration kyu jruri hai +2587,9ab34a8630753759ce3ae9e13f42b94b,स्टैंडस्टिल पीरियड क्या होता है? +2588,3f7dd42a39d180d32aaaeab6d7c1988b,What is the definition of portfolio? +2589,a79c6f1b4f36dedd3fadae0b6e3d620a,प्रशिक्षण अवधि के दौरान AHELP का वजीफा क्या है? +2590,b982a47aa081538f32bb1e008a084350,what do the receipts and payments look like in chart of accounts +2591,97bb7c6dfacf57bdcef1f5476f204c47,MCLF ki grading Kab ki jatati hai? +2592,a13c35ee88316c2916bd21b500bc6368,Is there budgeting component +2593,106498b74326fbb39739463cc4e28628,VRF को समझाए +2594,223446b7217e5b27bc77f7839424ba89,मडललर म मॉडल्स हियलर मै कौन कौन से रेिकॉर्ड होते हैं +2595,a47bfb7a14fe2c4e2d0bf7d771606b2b,What is the role of dual authentication in shg +2596,4470e8893cde38ae0e22ba22c426c691,What is the minimum number of quotations required for purchasing any property in a village organization? +2597,3d7b25dcb77762be67146f5f12f2a55b,What is liquidity risk? +2598,41ee8be42ff93b6afd3368d6ec430855,Give me the detailed CLF level annual planning process +2599,c43358f30af34a64d9ca4d51a320a883,"How CLF, VO and SHG members apply there leave" +2600,2fc3363e1ba83338aabd3c9e36aa91c3,CLF ACCOUNTANT POLICY +2601,7b6c384e170b64029490cf7b1bcaf8cd,CBOs me aantrik audit ka kya udeshya hai? +2602,d54c74e614c1d1a691eab323177b6dd9,How do I check if PLF is working properly +2603,92ac5985f3c4b60483eafd558ad56094,What is CIF? +2604,acab152572d3b3c1eee6fefa1813b862,Please explain to me. +2605,fb550150c0719c5566c61e2f8b47b5df,प्रोसेस ऑफ द सीएलएफ स्टाफ रिक्रूटमेंट +2606,f7a3c726d5841247e472092ba293e53f,what is the difference between internal and external audit +2607,3375d6e07939653a1263342686c7dfe9,What are the objectives of the Aajeevika Grameen Express Yojana (AGEY)? +2608,d90f4fa05bef173dd1a47582152459fc,Savm sahayata samuh mein kharidi prakriya kaise sanchalit ki jaati hai +2609,d992b22c9f0d060fa002c96c1ce6b819,The difference between CCL and Term Loan +2610,9521143848f8589703530a9d686bdd36,सीएलएफ प्रबंधक की मुख्य भूमिकाएँ और जिम्मेदारियाँ ? +2611,596e8c8cf31e1a42db870c95d1477c51,What is the purpose of Institutional Due Diligence? +2612,b986009adca2d367e68a353c824455d3,How many installments are typically in repaying the Community Investment Fund (CIF) to Self-Help Group members? +2613,b7de08a03b9ee122113f2ce2de90c983,What outcomes can be expected from organizing the Him IRA weekly market? +2614,d763a3ef94a570799f6915675edfa3f0,how to conduct a CLF meeting ? +2615,dc3a7311784930ca43c0843320f3dee7,What is the criteria for CMTC +2616,bc0464bf6c5da84920098e68f8e6f607,Dual authentication ka Process kya hai +2617,9521143848f8589703530a9d686bdd36,सीएलएफ प्रबंधक की मुख्य भूमिकाएँ और जिम्मेदारियाँ ? +2618,4908344b7813a18d666a687f23328048,"What IS FINANCIAL SYSTEMS OF +FEDERATION" +2619,060db2198883d834d587908f7aa0dda7,Clf mein kitne staff hote h ? +2620,d80376f589dbee8da41869038afb7b85,What documents are required to make an AAP of CLF? +2621,d46ac266620db2d55a3091f4a8f41bd3,Cmtc ki traing kon kon le sakta h +2622,409f0c6d2c48ef9bce52f705e7401bef,Who can do the internal audit of CLF +2623,e50470a4f1cc87e4a655a0a86ad232f2,बीजे फंड क्या है +2624,81d7a87497019d8f2d05bfccaba766a9,Dassa sutra of shg +2625,b0b35040f0d42e64015bf3989bdd9156,what is MCLF +2626,83e09f974bc42eb1569aab7b2911c17d,What is the structure of CMTC +2627,a14849cae0bd5978bf80d07d68046ea0,आंतरिक सामुदायिक संसाधन व्यक्ति कौन होता है? +2628,a07b8a0eaafcd5de36476328dc67ca31,what is FCRA? +2629,4d15a59de836629f6effc4fb6461a441,What is the objective of the Thiriy Tyre Institution? +2630,81d7a87497019d8f2d05bfccaba766a9,Dassa sutra of shg +2631,4654f4a556b1f6888f680f1563153949,CRP ka area of operation kya hai +2632,ed655a771a9ed5bd8dfaf3a23778f322,What is the Non permanent staff members +2633,17439253d7947acfc911631390e2d921,What is VOMIS +2634,3cebae97e639bd56dbbdd7d9b3f03694,What is the process to appointment of auditor for statutory audit +2635,2dc325bbe6f2d5fa65a34f5c51689754,VGF kya ha +2636,bb93673f85b6e25887a89cb53abf85b3,एएपी की परिभाषा बताएं +2637,23b509aa09b8dfc3d58d928c1f6ad350,UDIN क्या है? +2638,629b123be0654060daec5a067188aa1e,इमर्शन स्थलों को विकसित करने के प्राथमिक उद्देश्य क्या हैं? +2639,bfe3faf13f188b11e6b863851ca168f0,What is financial management of CLF +2640,27e7a3f9740892e36e28f610cfd6a916,Explain Grivans radiusal +2641,de821205ccf595828856194afc0f3245,What are the key objectives of the Farm Livelihoods interventions under DAY-NRLM? +2642,db54bb6441f4d8ae54406c64b0858d3e,VGF ko explain kre hindi me +2643,492102a9e20b93284239845aef3e4c7e,But abouts destination Rational of Model CLF immersion site +2644,7d77dbadd06fc6c781f2f936110721cf,How many staff would be deployed at CLF level ? +2645,200d1e73384de45b531ecc7cb35e5afd,"Who should lead the convergence within DAY-NRLM, and what is their role?" +2646,03a4a6c3cf8b942746fd91036fdd3584,What is NRETP? +2647,c2b9ed127c18383c1173b1da2eb96de3,मॉडल CLF के लिए कौन से कार्यान्वयन तंत्र होने चाहिए? +2648,9bd7f12c554de4c9e708a2d715c410c2,क्लस्टर मैनेजर की चयन प्रक्रिया क्या है? +2649,19ac1b8be075c1d7ee50a66daf42555a,Okay thanks +2650,c23a26cd388a1e83115ccd14e6a0ba83,सीएलएफ़ में सीएफ का क्या काम होता है +2651,5c890f5dd0a63201cccd50aebd0ecc2e,What is admission fee paid to SLF +2652,5b88875db8ea250d88ea3bf7735458af,मॉडल सीएलएफ एसआरपीएस के लिए पात्रता मानदंड क्या है +2653,1098217893cee6d9925be33ec7e0de05,BYLAWS +2654,861587625f07ed5990462c41d0795277,What are the criteria for becoming CLF OBs +2655,e68e8c94efc3be550d32ac9ff81dfd21,CLF ke internal auditor kaise deployment hote hai +2656,a94c1827795bce5cad672f3a453f6b2e,"How do I increase inclusivity of women in self-help groups, especially from vulnerable backgrounds?" +2657,490209c9eee5ad6225b6704cb8ed370c,What is source of fund? +2658,96673f658800100249b4897c3b424101,What are the guidelines for membership in PLF? +2659,4939bd17eaecdc197e317aee1f9f5206,सीएलएफ़ प्रबंधक की मुख़्य भूमिकाएँ और जिम्मधारीय क्या हा +2660,a1646f2c112d492a2412bcbd4ec6efb9,What types of human resources in community based institutions. +2661,edb6cb748ef4bf5caeb022c554d06f4c,What are the benefits of internal Audit ? +2662,c98b8c6d9bc41caa55eff759a38f3a1d,VRF क्यू दिया जाता h +2663,d77cbb61d4b7460422cfddc810fd9ef9,CLF grading kyu ki jati hai +2664,65b5ab93456ba80ec9e43ffee4164f25,What are the main objective and services provided by the CMTC to community +2665,5fa972ae28d1fbae57317b67326462b5,What are the documents required for activation of community based organization? 25 +2666,b363c975d6c3812c4f75dd31a51f7091,What are some important considerations to remember while drafting the CLF's bylaws for registration? +2667,566424a26436c1f20f4830eb237583e7,Accounting period kab hai +2668,3cfbfecc94afff96a480f14b57e6d289,What is the full form of MCLF +2669,a5202505ae45fd1ea7afff89c74d3d87,Internal audit Clf k liye kyu jruri ha +2670,7b492ab2b3e83af413ffa156baf60b20,"What are the broad areas to focus on for understanding potential commodities, business opportunities, and market information?" +2671,b02edcc839c8636f3b5534c4b18b1d38,What are the procedures for partial freezing and closure of accounts? +2672,0f93313e06be4ea54eeb0cc1b6c03ba6,CLF rotation amount kya hota hai or kyu jruri hai +2673,ce80913614c114879c46bc64dcf9d2aa,What is Timeline for statutory audit +2674,cb801eed2c79b303bb05d5984135157e,What are the key objectives of the IFC? +2675,2635113349c0ae0df2257eb7b4c0f30b,Who are the suggested members of the CBRM committee? +2676,8d472b8e834f8e62b490a330c436457e,What is immersion site +2677,3186fc15b0bfadc181f517aeddcade25,What is the training module for CLF cadre? +2678,f4dcbcad521eb2efdb559da5aeea241b,What type of work is permissible under MGNREGA for a community Nutrition Garden? +2679,425605bd5f4c1afcbd4cf281f7a43c05,What is paramparagat Krishi vikas yojana (PKVY)? +2680,6edb2f62995403dfdaf0868aa5fcd4cf,विभिन्न प्रकार के ऑडिट क्या क्या हैं +2681,17677e3293800bda3feea8f5f2f2bd42,What should be the operational self-sufficiency of the CLF? +2682,8cbc4f06f1bccd9b73eb7ed072c77b7b,दोहरी प्रमाणीकरण सुविधा क्या है? +2683,bb9da770c158975d9f2dedba40db4f87,what is the audit calendar of mclfs +2684,ce9f6031f2ab6d60e897db6e28cd6bb6,What is the budget for immersion site development? +2685,6d200fe3cc15c2de10495cdfe3a74567,Need information about MCLF +2686,5e5dbfb098348d328d023a986946d1d2,what is a VO +2687,3ca7ea84917320d97e2416552639c311,"In the accounting system, what is the standard method of recording transactions?" +2688,cbbae0e1309079eddc1599940a5ee59f,What is the need of CLF manager? +2689,e17c776d2890d7b478ae7f04e4b22b30,what is the process of strengthening the particular CLF ? +2690,042f5b62767ca11f92aed59d5cba66e1,What is the components of audit. +2691,b379f2dd960e1154e7cac2e4132d4e07,What is the objective of CGF? +2692,bc0464bf6c5da84920098e68f8e6f607,Dual authentication ka Process kya hai +2693,9cc260f8f160b4c26b6b0af178dc5991,What is Governance +2694,e22c8ab83d75bc05b5f6b03bce3c141d,VGF for MCLF +2695,25fc69dc76a354b7c244ca38109c6a29,"What is the difference between “Bank Sakhi”, “BC Sakhi” and “Bank Mitra”?" +2696,0b7323f3e91915e3fc96dfb96b530a70,Why Do We Need an Inventory of SHGs? +2697,f46bd327fa400dfd12b805fafdc6b2da,list the training verticals and inputs provided during training period for MIS assistant? +2698,cf03d0bc1d460ebe6bcca0ca5622bf2a,How can I open a bank account +2699,8865c1ead29528ea6dd13656c43c63de,What is meant by dual authentication? +2700,6ff08d061273c47fee1464bf4359999f,What are the key strategies of the NRLM intervention approach for farm-based livelihoods? +2701,bd3dcf7a5de3618c141f1c50682eaac2,कैपेसिटी बिल्डिंग ट्रेनिंग क्या है +2702,ea0e9d7ac6b89174162b7eb0261b21a4,What does DAY-NRLM say about AEWs +2703,0b32108be641eb0b095956aeb9726d4c,सीएमटीसी के माध्यम से सीएलएफ को किस प्रकार से वित्तीय लाभ प्राप्त होता है? +2704,8c29802215648a6233c577cd1ca7453f,what is AGEY +2705,e56a9f89e35db27ee4b64069115cddd0,What is the minimum eligibility criteria for the CLF manager chain? +2706,d7fab4bf112fdf9ac04539a46aa92f20,What does strengthening SBCC approaches mean? +2707,f526aa24612db7a19dc19dea2e7cead2,Which Dasha Sutra is NRLM promoting in CBOs? +2708,a314e8b176551db14e9afdcb9cf7cd32,what is millets cafeteria program? how to implement? +2709,8a3d7e5213830f29d2e2f918078ee07d,Explain Grievance redressal +2710,281eda79d8d336d93730769667e27a7c,What is RF? How does DAY-NRLM advocate the use of RF +2711,d6f264203e5932e2cedae8d987d77051,डिफ़ॉल्ट की डेफिनिशन क्या है +2712,8050e3007dd8332feb3cf96aa2af3b59,Why is there a need to create a dedicated Credit Guarantee Fund (CGF) for FPOs? +2713,7d43744997d80c5192860c248fef524e,What are the two types of models for the development of beekeeping under this Mission/Scheme? +2714,17677e3293800bda3feea8f5f2f2bd42,What should be the operational self-sufficiency of the CLF? +2715,4dedacb7cc16ed09ac8ebfd2dc188a39,What is the annual premium amount for PMSBY? +2716,4e89629a712ae810efefe1b5d67e6eda,How to make capacity building plan +2717,16b6e0e2a2a4cbef9177b3fed9278a0d,What are the major components of Model CLF? +2718,1fdbb293b6b7a888561a8429ec4a1352,What are the key objectives of the scheme for enhancing microenterprises in the food processing sector? +2719,d66282647ef80ba59a60d589ddf8cdd8,Samosa ki kya hai +2720,1dc5d4e1bf13d8104ab3bf33d535df73,VRF फंड किया होता है +2721,1da1f351a102d6faac5d79636210d4bb,"What is the effect of LLR, LLP, and write-offs on financial statements" +2722,b067d99e7bab09a8015bd4c61be5fa80,What is the roles and responsibilities of the state financial team? +2723,88f0200ff7a8da0a80a1544246ca6a35,CIF management kya hota hai? +2724,92ac5985f3c4b60483eafd558ad56094,What is CIF? +2725,080097df4b825df555addad38258b1d4,Are CLFs allowed to book stationery costs as legitimate expenses in their books? +2726,71c66e029095b71931c7ece07b381848,What is the role of livelihood subcomm +2727,46256a41b927b1f56b771539143ac1e8,CLF accountant to minimum eligibility criteria +2728,3fc235a3a67dfe67afb0c59a74de1979,PIA kya hota hai? +2729,c4d6f9ba5bea7029435e0e02f4181ba6,When CLF use the VGF ? +2730,26bc6477a35a53ecdf36e7f0aacc1cf7,Main district collector hoon. Kaise upyog kar saktha hoon SHO aur SHG ko? +2731,2536476655dca823c15cc7b536e1e8ea,"If the CLF manager doesn't want it, then what should be the capacity?" +2732,b1a0475f68266d967a19e890abb568ac,At how many levels will gender forums be formed? +2733,90431c569c9f6a7928bc8e2da630cb3e,how to conduct ToT on Orientation of the CLF Members on Statutory audit +2734,8d3b844694431bdd55fb92e60939ab2e,What is the process of statutory audit of CBO? +2735,214966b265a9feb2fd6408f0656847c2,What is age limit of VF ? +2736,88a24bd8e6782825c1f9b08fae638eea,What is manual functioning system of SHG federation +2737,32bf7721ae4989286718530ab0f679c2,इमरशन साइट में किस किस स्टाफ की ट्रेनिंग करवाई जाती है +2738,a10e3b25840852909a29ac1030fe0974,In how many blocks should AGEY be implemented? +2739,7bd63fc315980e45d798bb15a261b092,design an audit calender for CLF according to the guidelines by NRLM/SRLM? +2740,3813fff4599c6b2e32b6c1f2f57d728c,PAR ka matlab kya hai CLF level pr +2741,94e17586b9a3ec156c44b168f556bb89,What are the different types of audit? +2742,56903298b91edb388525db91e5736b4a,What are the roles and responsibilities of CRPs +2743,f6853f5b0e7f2504f7c993a21f4c019d,CLF ka SOP kya hai +2744,7c2b93bb81d32e3e0228d56421c22d67,Thanks +2745,462d9738d7ae936945338a3f10adda6a,What are the systems of mature immersion site +2746,1098217893cee6d9925be33ec7e0de05,BYLAWS +2747,22f657fdbf6cf6707c4516964eb0bb89,what is the major roles and responsibilities of CLF manager? +2748,ab7359d680655c2ee320a6eea118d91e,immersion site develop karne ke liye checklist mein kya hai? +2749,f880397d6bd9fd634b9345f399cfafa9,Information about FPO +2750,0601c35d32781f0ed9e16b65d75f7437,What are the roles and responsibilities of CLF manager? +2751,f10b8607c7c8e45a3a05df8af917f314,What is the minimum educational qualification required for someone to be selected as an A-HELP? +2752,226f06f8b34e18e25559e2673aed517f,Why is registration of Cluster Level Federation important and necessary? +2753,2995a0dd3e4e5fa691ad048979b03a55,ek federation me fund flow kese hota hai? +2754,1dc5d4e1bf13d8104ab3bf33d535df73,VRF फंड किया होता है +2755,658ab56aebb666f9f047267af510edbb,Ask Question +2756,29dfeff1a82063d43585dc458bd21910,क्या स जी मीटिंग कैसे होती है +2757,d68b6bb109ae5bcd85e1406c187c4646,What are the problems faced by the first generation entrepreneurs? +2758,063288d39680d32e152657af77df56f6,When was the advisory on viability gap fund released +2759,e072f536749449303e212791d8135d06,सी बी आर एम कमेटी म कौन से मबर्स होने चाहिए? +2760,ee001ea61e87249a7d68217672f93c39,What is the accounting period for plf or slf +2761,a830a4c02fa0e16b51e4ee4af7640918,what are the guiding principles of grc +2762,b30cfa9edfc63fdfeebb08a0d31dd42a,What if the repayment is less than 80% +2763,0c7dbdbb4ebfb449fc0c9b4272ad7cb1,की ट्रेनिंग कौन कौन दे सकता है +2764,ec7cc1c1754abec7530b1c7cfc2f4468,What is Cmtc +2765,3f95ea6842ff5009ab0da62bf65e6c41,Which type of cadre are will posted in CLF? +2766,7b699212a4f4841062e9e47d2cd0157e,What are the key responsibilities of the Management Committee in governing a Producers Group? +2767,4e4cc6558e244e5735a701e22b343b18,"to record liquidity, what format should the CLF accountant use to record inflows and outflows each month? What streams or components fall under inflow and outflow?" +2768,757949be2a0746204ea5d6bd34dacaca,"Under the Pfme scheme, what's the seed capital?" +2769,b8cfa64356aa9e714f7a9f6c234d2c01,What is internal audit? +2770,8af2f3ce8bb5de3a68cb47bb4bc809e0,CLF के कॉर्पस को कैसे बढ़ाया जा सकता है +2771,84f0ccaeca23a7676b834b3d169cfc8d,सीएमटीसी क्या है? +2772,b1973495bcd34f6a202975a72f4acd9a,सीएलएफ में भर्ती के लिए एक नमूना विज्ञापन दिखाएँ +2773,fbd18f6a8daad435660083d0611f857a,What is the portfolio management in fedrations. +2774,0874be1cd53243c6e929cdc7d2610ab3,MPR kya hota hai +2775,a6a85acee5069ce1f3dda54b42ab5f2e,Who conducts internal grading of CLF? +2776,ac91eb3c778b6e9ef1eeafd8d5afd29a,What should be the annual depreciation rate of a motorcycle?? +2777,13e2e108b4b7276acecbb0a5b4c1ea26,What is the major pillar of immersion site? 25 +2778,6d49795d46aab17537f17138d4f8cc4c,CMTC क्या है! +2779,6f973d6ced98d35da5b38f587f515df8,What is the FNHW integration approach? +2780,e50470a4f1cc87e4a655a0a86ad232f2,बीजे फंड क्या है +2781,ff443135aa984718151fa0fff0951f1d,एक shg ऑडिटर कितने shg की ऑडिट कर सकता है +2782,ff08a4f17e71f5e2b76f74dcc56b96e3,सीएलएफ़ मेकेनिज्म क्या होता है +2783,bb7b1c513463169a9a392ec53e034b1c,Criteria of selection of MCLFs to establish CMTC +2784,ba28eedef4e01e16fecb136d63fb2838,Difference between MCLF and CLF +2785,86d46827685423a9682b21808ca88c98,Ccl loan kya hota hai +2786,c9a0b7e9e41d1ca82e74d7e57442a632,What is the eligibility criteria for the CLF manager? 25 +2787,040efc3a8532920120e02b70c8584ab4,What are the steps to ensure best bookkeeping practices +2788,0209bef024d3c917a87578b793a3267b,Who are the Cbrm committee members. +2789,b0c34bf2de845abfe8ba5c5f44d6272a,Who are the members in CBRM committee +2790,657bca5182cb38daf600f1c5abccc1eb,Phase 1 +2791,c7d1a1c11f33f87f764d8adc1738535f,Audit kya hai? +2792,8b04bef2705a93382cd8fd1a7f740765,What is PAR +2793,8929ff62397e91e43a5f409d3750107e,What should be the OTR of the CLF? +2794,ffdf6c8f6a255d9380c220309ca7da2c,सीएलएफ के बारे में विस्तृत जानकारी दीजिए +2795,6faaadf491f3874aca11954be4a8b4ee,Immersion model clf kya hai +2796,4b5e758219c17497296b1bd1a3994c36,Can CLF take commission from its members for bank linkage? And what percentage is it? +2797,17813576a21cba65aeb17c673e5ea64d,"According to the Cooperative Acts, the office bearers of the Cluster Level Federation are required to be changed after how many years?" +2798,6140234433bb9093fb0439a1fb7a8853,CLF ka registration kyu jruri hai +2799,b97e4e433215075a06615fb37cbd8726,How to conduct ToT on Orientation of the CLF Members on Statutory audit? Give steps. +2800,8f22bfb565ad17685bbb2a6d4a2f2f6c,What is AEW +2801,e757416d6770de39ae5378219c5b28ab,CBO hr policy +2802,b1b26888d935a2f8c02a148a5f795c17,वीयओ में आईडियल फंडे कितना होना चाहिए +2803,fbd18f6a8daad435660083d0611f857a,What is the portfolio management in fedrations. +2804,effca0259851eb5d4f4734a385f7d9c3,स्वतंत्र लेखा परीक्षक की रिपोर्ट लिखने के लिए एक प्रारूप और संरचना बताएं? +2805,9cb3975f19aa083cf5b7a6704813fe61,CLF Subcommitted ? +2806,47644c9b2bde0689de3d7b2efbcf4221,Who is responsible for ensuring the legal compliance of the Village Level Federation (VLF)? +2807,6541a19bed4d69124a921d78a17b239f,Operational costs kya hoti h +2808,846bd6da2d55755ef5b7b2be92749a33,Dual authentication ka uddeshya ka hai +2809,7cf16dc71c74a1a0cdc019b20aacf013,What is the eligibility criteria for CRP-HNG? +2810,2a4012de00206c2d1ea5b6cd0011cd81,Clf many books of record in clf +2811,851bd556b8063972a21cd35708a27f89,What is the repayment interest rate from VO to CLF +2812,f246105ee7ca91626de5376f7f651c69,What is the timeline for statutory audit of CBO? +2813,6f3f5f9c3db325dc2edd9ee59cadfa75,Types of audit +2814,8e77717db748c9c6956872d7e0561fd0,CLF अपने स्तर पर क्या-क्या व्यवसाय कार्य कर सकता है +2815,65adbd8cffc2d21ba97f8da65b489cf5,ग्राम संगठन में कोई भी संपत्ति को खरीदने के लिए कम से कम कितने quotation की संख्या होनी चाहिए? +2816,1fdbb293b6b7a888561a8429ec4a1352,What are the key objectives of the scheme for enhancing microenterprises in the food processing sector? +2817,f56cf0a1a35a76cb37680e14a86957a9,Vaidhanik audit ke steps kya hai +2818,c43358f30af34a64d9ca4d51a320a883,"How CLF, VO and SHG members apply there leave" +2819,82a24da7ca5e14fcf22ef3c2d4e25453,aandhr pradesh raajy ke lie adhiniyam mein vaidhaanik lekhaapareeksha ke sambandh mein kya praavadhaan die gae hain? +2820,4526920ee9bd4aca621e1f934686c14d,in which type of account will the community investment fund be recorded in case of the CLF? +2821,f32ae637bd70294aabcdd2a5c4bc30c0,How many organic village clusters to be promoted by different SRLMs +2822,1afee6390b82b27aa178db6df7072310,What critical points need to be addressed when establishing the VLAC? +2823,76a67df542ccdd6daa5cf870af3a5011,corpus ka mtlb kya hai +2824,65ceed0ed49e5074c19118bbcbb4d833,What is the total budget outlay of for PMFME program from 2020-21 to 2024-25? +2825,ebc2de4a464fe684ab3d1a3f269f503b,Model CLF ke kya components hai +2826,f8a94296d0473e16a48eb38d4bc23014,What is the interest rate for PMFME Scheme? +2827,4e3e39c1b2eb1f5d820961a07fe0b01e,What is the recommended frequency for updating the Book of Records at village-level federations? +2828,4dedacb7cc16ed09ac8ebfd2dc188a39,What is the annual premium amount for PMSBY? +2829,19d9c4fc51bdc339d966193e0455927f,What is the fund flow system in COBs. +2830,452132ddd281cf6e1d40e8550e44626a,how to pay internal audit fees? +2831,75226f0998d60fe7bcb2cc96d3629692,vgf ka main purpose kya hai +2832,da8f4a1181eec6c5e2133a08e2a6293c,can you design an internal audit Callender for CLF according to the guidelines by NRLM? +2833,48eaf3c06e6b62ebd44fb0e9c38ab76c,how to calculate PAR +2834,3a4b0e8763a61787b99b1637af007d39,Inflow and outflow of liquidity management +2835,aededebf49435791f1c4420fa4126b6d,एसएचजी ऑडिट की प्रक्रिया क्या है? +2836,8bc64c3e6d346bea09e278839ba03313,What are the selection criteria for entrepreneur beneficiaries under the SVEP? +2837,952e77b95600a7f7b257233dd64d65e6,जीआरजी की कार्यप्रणाली क्या है? +2838,b0f70dec64e44ae43f0df7ad7035927d,सीएलएफ कि किया है +2839,09ee75ede337dd8322dd8e9e861aae42,Statutory audit के लिए कौन सा SPM जिम्मेदार है +2840,375169be78f060f2fc9f32be278e72a5,Generate a power point presentation on VGF +2841,54fb4cda1440f9c4f9f3d04adf49db33,What is selection criteria of CMTC manager? +2842,5d5becee4f34ce498df2e2bd9b770670,Has Capital Subsidy been discontinued under DAY-NRLM? +2843,a2dd96df27975bacb393afba4e1cbb2d,सी.एल.एफ. के लिए वैधानिक लेखापरीक्षा का प्राथमिक उद्देश्य क्या है? +2844,ed28725c223c2ab778d8388ad27118b1,Model clf +2845,db115ecd65efa6df05f266dbb171667b,What is the process of internal audit of CLF +2846,ca6666d64b3ffe324bfd0c883f0af05e,Has there been any modification in the AEGY implementation?? +2847,d5776cf33e8695bbc25d98216edc7e61,आरजीबी के बारे में बताए +2848,0f79f45981556fdfd74c257b32970389,How to manage the finances of MCLF? +2849,cceb4676f66d44ada118b5cdbb6dc806,loan default hone se federation mein kya asar padti hai +2850,0bf5a03e1c343b8664bf8ec0b61f0931,Gender operational strategy. +2851,574f93f445d57e8b889c83c572046b1b,what are the role and responsibilities of board of Directors or the Executive Committee ? +2852,a10e3b25840852909a29ac1030fe0974,In how many blocks should AGEY be implemented? +2853,78c2356d17ae16a652fc4371ade860dc,When and in what format must the implementing or coordinating agency submit progress reports for the project? +2854,4459a759c3f3505f92cf4f0b0ce23278,वाट इस द फुल फॉर्म ऑफ सी बी आर +2855,d7aa97f3ea139a874ed6fc77205c3740,What are the roles of AAW and CDPO under MoWCD in improving the nutritional status of women and children? +2856,7e27ce17677b1acea02b08c2cbfebfb0,Who is elegble for internal and external audit of CBOs. +2857,77e168db0c81b90789cac123f09e1e7a,What is the frequency of internal audit of CBOs? +2858,e67aea28ae2d445130a64784d48f2ef0,What is the full form of NRETP? +2859,388a69e7b14e3406c16586a125c171bc,लोन लॉस रेशयो कैसे कैलकुलेट किया जाता है +2860,88b92ac672921f128801db917fae719b,Objective of three tier institutions ? +2861,3186fc15b0bfadc181f517aeddcade25,What is the training module for CLF cadre? +2862,545c8c2e0d9b05b8b4742b87cd25eaa7,How many Books of record in CLF ? +2863,59e35ac08cd6f6e5eb1f43bff68c7740,सलिप में कौन कौन से कैडर होते हैं +2864,9d1b969365b5537becb206330006ca69,ifc ke funds ko release karne ke liye kya conditions fulfil karna hai +2865,611808a5977fa55b461b80fd697f42b7,जोखिम निवारण निधि के बारे में समझाए +2866,2a2bae384a6e011bca1ac0eedd4f9fa8,modal seeeleph kya hai? +2867,9428a910430f45870525d7c0ce6cbfe5,Dual Authentication kya Hota hai? +2868,b6ee076ecff47fe3c7700d08d5f1a4c0,Cmtc kya h +2869,c14c9ffe0da1378b54d90f6faba7d87e,Manual on Financial systems of SHG federations? +2870,009ba5c3dc40cf3cf00d782fb31cc2f3,Manual financial system of shg kya hota ha +2871,22cbb0805c72aed18f6336c4ecbd0e28,MCLF kya hai? +2872,3f8d57dc866a700cbc53ae0db044cb08,What is the responsibility of the Finance Team? +2873,f2bae6cada5e517528185dbd035726c6,What is the criteria of selection of MCLF to establish CMTC? +2874,157fa1ade0b51e09e781607c6798e311,What is RF? +2875,95b3bba5735d209a174a4676610fa21e,What is the main task of MTC? +2876,b7bd254de54cb7e0223fb921aa729a48,CLF me idel fund kitna hona chahiye +2877,1bc4df606f9db3ebd0f1d8d7c581e17d,CLF का रिकॉर्ड +2878,bdbbbe1e82eb0e792694dbbcddd2a762,"What is the difference between RR, PAR and OSS?" +2879,df99c8e4da1b3bf4e20c9297ebddda3b,RF +2880,b87d8ee7a7c3e0fb4beed584a939df3b,Design an audit calendar +2881,6f47deadf06801f761a80945f06b5f0f,What legal compliance steps must the host CLF undertake to ensure the proper functioning of the CMTC? +2882,3c625f29d930bef36dce4697cc6d696d,बैंक्स की पॉलिसी क्या है जो +2883,ca566c3f88de37ebfe136bc31d6b8ccf,संघ के लक्ष्य और उद्देश्य क्या है +2884,0efbb3f33b72880622c4e68e682a9c39,VGF की मूल्यांकन प्रक्रिया क्या है? +2885,537ca3df19374b0ca8857d62287604f2,CBRM kya he +2886,021fb43db4466fe29fe391ab01968474,What is the process of auditing CLF +2887,45bf079cf1855b28f57373b59be945ad,एचआर मैनुअल क्या है +2888,b9c3def99c812f2cf49f550f60c1c8b7,SHGs aur unke federations ke internal audit ke objectives kya hote hain? +2889,a8778958b2e697ab86830aed3d511eee,What is the basic pillar of immersion site? +2890,a8778958b2e697ab86830aed3d511eee,What is the basic pillar of immersion site? +2891,5654ace16de90f757420bc02f4e06a0d,What is the difference between Internal Audit and External Audit? +2892,0bb53cbf3519c391e871e0cc9b1c7b38,MCLF में कोन कोन से रिकॉर्ड होते है +2893,220c73ed4f0cb8b8b11154dc31850560,इमरजन साइट में कौन कौन ट्रेनिंग ले सकता है +2894,2e90831c2ea942d6ab0ed8558a5f19df,what is the General body meeting agenda of VLF? +2895,c86ce6fc28622a66989f0ba4cb864957,What are the 4 criterias of lakhpati didi households +2896,d435c80ef4a5b1914010ed202ebea5c7,सच्युटरी आऑडिट के बारे में समझाइयेमांड बा कमान +2897,aa664682929d730ad3adf0f3b49516f7,Full form of cmtc +2898,ee456fe21bb2fee65621898b334f2771,What is LLP +2899,8cce2441a071436c36edef6ed2ec24a2,"उप-समितियों की परिभाषित भूमिकाएं, जिम्मेदारियां और पोर्टफोलियो" +2900,15d3b7040758264641719fbf41ab3fbc,Explain VGF for MCLF +2901,3b9f4d62cafef6c875da12456dc531ae,What are the key implementation components? +2902,2bd987e77489f68fd31971c9a3510886,VO level community auditor ki chayan prakriya kya hai? +2903,3de453a45913863ef5e92943c3110c26,CLF me ache susasn se kya mtlb hai +2904,83abbda9d6ed3935745cdc6e732b72e3,लोकल रिसोर्स ग्रुप के लिए कितना पैसा मिलेगा और कितना पैसा देना है? +2905,2869a55d23e867d2289ad134672e6bc5,डुअल ऑथेम्टिकेशन क्या है +2906,c9464cf28fbff78f4092cc547439de16,What is clf governance +2907,ffdf6c8f6a255d9380c220309ca7da2c,सीएलएफ के बारे में विस्तृत जानकारी दीजिए +2908,1661c74aa62fcbde82e72da505872501,What is this miscellaneous fund? +2909,35cce4aaa663bbec2323bbb91b255305,Between bank loan and SHG loan ask for high interest rate +2910,e1c373578924d18a6ff33f89dec97c61,VGF ka process kya hai? +2911,e39244444a2dbd68a575f2f129e2047d,Statutory compliance kya hai +2912,1c39c6432572e6cf4b638c74a01219a9,Satutory audit ka process kya hai? +2913,914a6bab5d46a9f2ed30167598a0fdac,PIP ka kya process hota hai? +2914,42435e3a1fab0f846b0e21fd6a019783,SHG auditors ke onboarding aur capacity building ke liye kya key steps aur timeline follow kiye jaate hain? +2915,d08a771828170ba22debc376a3feeaeb,What is the main objective of three tier institutions? +2916,b35b1f3f4d4a1a36a772e056650d07e6,What is the flow of funds? +2917,bb950dc9ea0a71cc72fcc6e30f79f543,What is CMTX +2918,27849a99df8818d5f6a74dae9d986e98,अच्छा सुशासन क्या होता है +2919,063288d39680d32e152657af77df56f6,When was the advisory on viability gap fund released +2920,2c73b614c3a91a1e89e77e8edcbaec9e,What is the recommended mode of transactions at the Cluster-Level Federation (CLF) ? +2921,3d2df6f06fd8746ba1d624596c244e0e,What are the different types of Audit +2922,e3167a1f6c7f2f7d3974408e0d9d40e3,CLF manager selection minimum eligibility criteria +2923,f2ae8d5d3ca79c57023f9413e4fadfc4,What services are provided by BC Sakhi to self-help groups? +2924,4505f388ba15331b7ea85439e82cd665,Define responsibility of each cadres in managing CMTC +2925,ff678034997cd6735ca20ad0c0bba7b3,Can you elaborate? +2926,4398c133d17b64caa0adf30eb16277cc,What is the HR policy? +2927,c615bfe245458c8cb1c363462d09fea7,What does it mean for SHG members to have access to entitlements and public services? +2928,4e626d687e1321d2bc1ec94542bce7fb,yeh dual authenticaion mein kaise use karu aur iske fayda kya hain +2929,896480f72867611955297f19023a4772,मॉडल CLF में किन गतिविधियों की योजना बनाई जानी चाहिए जहां डिजिटल वित्त और बीमा हस्तक्षेप शामिल हैं? +2930,309ef594603b8e42a7dfa55913300c50,CBO kya hai +2931,fbaa5b2c3bd361791c2cba56e6d8de26,What are the topics that should be covered in training for community facilitators? +2932,80fc9eef67da0ec1abd8506546c2d8da,What is the objective of three tier institutions. +2933,63e9d0647554a27db6e55c16ba80e40e,Clf में कुल कितने बुक्स होती है +2934,c7d1a1c11f33f87f764d8adc1738535f,Audit kya hai? +2935,9cb3975f19aa083cf5b7a6704813fe61,CLF Subcommitted ? +2936,c5e1c07076660c389efbc4f9f76daf11,What is MCLF +2937,3824bdb39ea94bdd9c7b4efe20538319,इन्टरनल ओडिट क्या हैं! +2938,bd1840d92c4f986bea67506e4bba0345,Clf obs rotation ke baare mein bataye +2939,22096deabc5bc5b2d838c2d134e640a6,रीजनल कोऑर्डिनेटर की किया के कार्य और जिम्मेदारियां +2940,7666292136494d937319f18fa6e9b1a2,What are the eligibility criteria for the MCLF CRPs? +2941,f745ddce876e247ed531ffaeaf04041d,Books of record se program implementation kya hoga +2942,09f62fb58211f50502ef80a6e1be035b,CLF staff deployment ki prosess kya hai ? +2943,5f4903a08a275bfb885abb60fab55e65,Who will be responsible to design training programme & budget for CMTC +2944,c77b236f0ea39e9f4fa610eb54c7ba5a,What are the functions and activities of the village organization? +2945,a610df932a6ff56f40b0e564aabb4481,सीएलएफ अध्यक्ष की क्या जिम्मेवारियाँ होती हैं +2946,2fae7a65226c432c1297b634897c4910,What is the interest rate of CLF +2947,9643b5fbfb9435ad58334d28baf5abec,एमसीएलएफ़ में अध्यक्ष क्या काम होता है +2948,af6fe2c856b2512531e9118ad3c7884d,निम्नलिखित में से पांच लाख रुपये पर 6% प्रति वर्ष की दर से मासिक ब्याज कितना होगा? +2949,81711cad38bfb685fc4c6181c5d8c6c6,"What are the permanent and non-permanent staff positions at CLF as per the NRLM/SRLM Guidelines? (write in brief, only 10 words per position)." +2950,6faaadf491f3874aca11954be4a8b4ee,Immersion model clf kya hai +2951,a0484602aba94974bba2bfb137320611,When should statutory audit be conducted in CLF? +2952,e67aea28ae2d445130a64784d48f2ef0,What is the full form of NRETP? +2953,88f0200ff7a8da0a80a1544246ca6a35,CIF management kya hota hai? +2954,1f9e56677fbedd60e01631add46d70d5,Information about CMTC +2955,4811e6aef9069f3000c669e76cdbcdd8,Expenditure or outflow me kya antar hai? +2956,ac00025a9728acdbcf0eb2fac8d1dc76,What is the role of State Mission Management Units in analyzing data and supporting Block Mission Units? +2957,bd65b209b5cfabcc82ebc8487203120f,Cmtc operational manual kya hota hai +2958,2995a0dd3e4e5fa691ad048979b03a55,ek federation me fund flow kese hota hai? +2959,bddd6ba42140b2e082f3590b7648ff95,What is AGEY +2960,ad780da3f30da4d198d205559b3cca0c,What steps does DAY-NRLM take to develop and support enterprise clusters? +2961,4a5e6001ea68e5efb02b7e7fc2eb1eac,Parameters of model CLF +2962,9e2213af78ff88d559d7f76de04727ca,Explain Grevan's radiation. +2963,3c278e7e26af9c0627e89e1c0fc74217,CLF रजिस्ट्रेशन के तीन चरण क्या हैं? +2964,78ec8672bcc82636a4bc09ee327054c0,what is the criteria for immersion site ? +2965,01422d6ba4b824fe90154dd36b9c5642,which books of records should be kept at MCLF +2966,c0ea12566a46175a1091dd5b086198c2,महासंघों में पोर्टफोलियो प्रबंधन +2967,b84fd6fcafa6b445678252f58a1a9fe0,What can be used for Vgf? +2968,b5f9fc81169fba3c64b0e9a20e3a7889,Aap kya he +2969,375ef0b9591082308d9a92e2d1720d8e,Who is member in SAC committee +2970,9fe54eab4c0723007ac2547f950c8d34,सिमटी का इंफ्रास्ट्रक्चर क्या है +2971,ca71bfb2517c668c41784efa1df1ed5b,What is involved in the resource mapping activity for developing organic village clusters? +2972,02ccee8f97ecf5559d4db1c4d5c1aa9e,What is the objective of community audit system of CBOs +2973,c74d8598d228ee56a65f9b0adccc4cc5,What are the common resources in community based organization? +2974,39d688907fe0d33283baa1c2f0b6e03a,CBO HR +2975,ad780da3f30da4d198d205559b3cca0c,What steps does DAY-NRLM take to develop and support enterprise clusters? +2976,59c7278305be0737676aef45de5b941c,CMTC ka basic infrastructure kya hai? +2977,e31d01137e13097efc191fc9a3c62242,What is the frequency of conducting SHG grading? +2978,d53c3a812d67eae84113e20a3af63844,What are the six broad aspects of training needed for livelihood sub-committee members? +2979,dc3a7311784930ca43c0843320f3dee7,What is the criteria for CMTC +2980,b615eab6d0c944109248460ae76fe787,What is unique document identification number +2981,ebb00e94b26287b7549ff4ac6a8898d8,What is model CLF? +2982,479d1895db257f0efbc1508bd785298f,CLF office bearers change in how many yeats +2983,51b08989e4e8410400390fda69fe2d1c,SHG Audit ki fees ka payment karne ki kya guidelines hoti hai? +2984,7df3fa4b445abb9913a266367ed625b6,सी एल एफ के पदाधिकारियों का कितने समय म रोटेशन कर सकते हैं +2985,17b87b232e0c2fbf42ce0e90f5b4d4b3,what is formula of loan loss calculation +2986,90908a24909be98e75c70ac2aecef745,सामुदायिक संगठन स्तरीय खातों का प्रबंध +2987,2687cb0b31da449890d454527093c8c2,Clf grading kyu karte ha +2988,1578d421bc1705cdbd3237d494a45714,What is the internal and external writing? +2989,409f0c6d2c48ef9bce52f705e7401bef,Who can do the internal audit of CLF +2990,1a0d416a5652922b69141ecbde57856d,What are the eligibility criteria of CLF for VGF? +2991,5c959550a5dfdb891f523dd2cdd4f927,Can you shorten the previous answer? +2992,23b509aa09b8dfc3d58d928c1f6ad350,UDIN क्या है? +2993,a73d59d84616606d9147b370d260990f,PMFME कि परिभाषा बताये +2994,7cd8efbcb995d8589637071acd5c0d1b,Federation ki jarurat hai ? +2995,1f9e56677fbedd60e01631add46d70d5,Information about CMTC +2996,957de2d30a36e2ee60d7b73ecc681cd7,What is dual authentication +2997,8fc53270b50ead3c63b424c5be80c7b3,What is the interest rate on loans provided to SHGs under the PMFME scheme? +2998,fb10d08a6445cbcdc0c3949a3cfb6e4e,What should SHGs do to keep their members' faith in transactions? +2999,16a8fc715ffa32c3807d95c9eac2242d,MSME कि परिभाषा बातए +3000,44656bbd1551ff5497456d79ab9c5a73,अंतुख साचार +3001,a6dbef6cca51789045fdb60cb835e488,community audit system kya hai or kyu jruri hai +3002,09d5eb5b7d890201e9988b26fb232aeb,Grave-1's Radius Cell +3003,660261265c58352dce7512c3b209dab4,What is the procedure for termination of CLF manager? +3004,da4d37002c84bc03a965822a9405ec57,What is the most advantageous bid? +3005,5138097e0249995c08057f0d57e52d5a,what is CLF +3006,ff443135aa984718151fa0fff0951f1d,एक shg ऑडिटर कितने shg की ऑडिट कर सकता है +3007,088edbc9ef9167cbcd007e84c35d9c4d,What are the purpose of the Community Spearhead Team (CST)? +3008,ab5fa5e98dfe07c538dd375bffe222da,Icrp's roles and responsibilities care. +3009,78ec8672bcc82636a4bc09ee327054c0,what is the criteria for immersion site ? +3010,cedc12d098adc04d0b8b8d9e033034dc,What are the two primary roles of NROs in the implementation of the SVEP? +3011,46c7feaed8f1d2cf5a9afa5dafb4de38,what is a Village Organisation (VO) +3012,3f6f2a2ff50f90b774d42888df469d02,What is the role of National Rural Livelihood Mission for promotion of moringa/ drumstick? +3013,efe8a69b1eccffbd8acc73e74f985782,"What are the permanent and non-permanent staff positions at VO as per the NRLM/SRLM Guidelines? (write in brief, only 10 words per position). Make an exhaustive list" +3014,4b42548e27c4007fca02f73b34eefa70,What is the BC sakhi rules +3015,0f1870f415b7b830526d0541dd2c0383,Recruitment committee kyese form ki jaati hai CLF me +3016,edeb946a77f1cb6fc037759a64bc5176,Few details in context of CLF +3017,ce553c959d7dc6c8fe0241b60c458fda,What is PIA? +3018,7fe9bc7cdf5cbcf5709e744a92ffc97a,CLF ki internal audit 1 saal me kitne baar hogi +3019,4fdb279443485533ddcc6dda670c311c,What is the process of utilization of VGF funds. +3020,30da377d7a7c2652fcf891bdc9b6f9ff,सीआईएफ क्या होता है +3021,f966407602c871b3120d8bec4f4364c6,What are the guidelines for membership in the ELF? +3022,dd2ec76ad5df0dcf6a2347d4583cd7d5,What is the Performance management system for HR? +3023,7ae83da789bfa540092f9c7500c4056f,When was conducted the internal audit +3024,32e87a9cd6a405824d6163e6e40209d8,What is impact of CLF OBs about role and responsibility +3025,d66b06278ddb36f05ae6ce6118e40ebe,SHG federation ka fund flow kya hai +3026,792f798f1d295454ad8a50b7d4998827,BC सखी के मुख्य कार्य क्या है +3027,97475103b58663a2e46531a2c75cd2a5,In how many blocks AEGY can be implemented? +3028,b480a4f42deaac12d399c778a87a74f0,What is the purpose of penalties in CLF? +3029,96d15388e8196fa5527c8757ee5abb18,What infrastructure and amenities are provided to ensure safety and comfort during the Mela? +3030,341f336779ac86183661d045fadf4864,What is the formula for PAR? +3031,db54bb6441f4d8ae54406c64b0858d3e,VGF ko explain kre hindi me +3032,a9fe814bf8505159b67c8458819c1165,What is idle fund? +3033,3eb10fb88773af1cf00fe74a25f11e38,mandatory criteria to identify immersion site +3034,8bc64c3e6d346bea09e278839ba03313,What are the selection criteria for entrepreneur beneficiaries under the SVEP? +3035,be148a3c8805def850bbf75d8a5b8514,Who are the Users of CHC? +3036,c0fa703714912a46e26790126bd4d9a8,"उपसमितियों की परिभाषित भूमिकाएँ, जिम्मेदारियाँ और पोर्टफोलियो क्या है" +3037,425605bd5f4c1afcbd4cf281f7a43c05,What is paramparagat Krishi vikas yojana (PKVY)? +3038,db591023448cd76a6b4f74b4add5eeb2,मॉडल CLF किया है +3039,fd2c716a39caeb1a70d5b3895ae2fffd,What is the Objective and function of CMTCs. +3040,8b743f7c54343500bdb56c8d632467f7,Master trainer kon hota hai +3041,bc8c0e3b18c2d65d03687954d8e65263,How much remuneration/ payment for statutory audit +3042,b99d24a750063c5eb9dbf8e45f6066ef,How are individual beneficiaries selected for the AGEY program? +3043,8cf930e9de93a6268c1ff6d220168ee9,Statutory audit ka uddeshya kya hai? +3044,7103e5cfaa3f37dcd4e11ada5dcaeb4c,How can clf formation +3045,74a3801143019c43659e5fd8dcf73c01,कोर कमेटी क्या है और ये क्यों आवश्यक है +3046,91b1c2dff0b18136a21ed210dc866a72,सीएमटीसी क्या है +3047,43db863b2374d5c18c520ec0609778f0,What is the mandated Community investment fund (CIF) amount under Deendayal Antyodaya Yojana - National Rural Livelihood Mission? +3048,4029324af0bcbdc3d632b467b39a4411,What are the guidelines for getting membership in Primary Level Federation? +3049,b0dd9e758b736f84fc61f6f81843cfdb,Is AEGY being implemented in 250 blocks +3050,0f79f45981556fdfd74c257b32970389,How to manage the finances of MCLF? +3051,a78abdf8a66e7ce08b0186ffa14a8e06,सीएलएफ obs के कार्य क्या क्या है ? +3052,f4e5e58ca2a5031111a4569cb993c422,What is the basic infrastructure of Cmtc? +3053,8050e3007dd8332feb3cf96aa2af3b59,Why is there a need to create a dedicated Credit Guarantee Fund (CGF) for FPOs? +3054,1c82c7a1e8c4a3daf94c5cb73d679de8,What is the implementation mechanism at the state level? +3055,2a2d58fa4f5f780457c60fb7d01c1850,Galat mat bhejo +3056,e9655d41584389fa8473ae4729e0c0d9,Who among the following is responsible for writing the books of records in the cluster-level federation? +3057,c6654d3656c7c1da1383e643379d14da,"मूल्यांकन समिति के सदस्य कौन हैं, और समिति VGF की सिफारिश करने के लिए कैसे काम करती है?" +3058,30fb7db7ee56b78d52993658f2aa09e7,Operation cost ratio +3059,658f43c23ed7825e0fbe1dbb034e6199,What is audit? Hindi +3060,6ef8fec8becc0563b5f0b62a160e2804,वाट इस द प्रोसेस ऑफ इंटरनल ऑडिट +3061,14eb1c4791d64049cd8f3093e5ba27a6,आय और प्रवाह के बीच क्या अंतर है? +3062,5fb7303e33cc7a5e0c3aae84e723ffa0,What is a PG? What is a FIG? What does DAY-NRLM say about them? +3063,bb9dfbf369b9d745876737c277a38aad,CLF staff me cluster manager ki salary kitni hoti hai +3064,c025a7bddd9377c38d48b3782239f61f,Please explain video audit process \ No newline at end of file diff --git a/backend/app/cli/main.py b/backend/app/cli/main.py new file mode 100644 index 00000000..d8d893a6 --- /dev/null +++ b/backend/app/cli/main.py @@ -0,0 +1,16 @@ +import logging + +import typer + +from app.cli.bench.commands import cli as bench_cli + +logging.basicConfig( + level=logging.INFO, format="%(asctime)s %(levelname)s %(name)s - %(message)s" +) + +cli = typer.Typer(help=__doc__) + +cli.add_typer(bench_cli, name="bench", help="Run benchmarks") + +if __name__ == "__main__": + cli() diff --git a/backend/pyproject.toml b/backend/pyproject.toml index 159a1a2f..009073ec 100644 --- a/backend/pyproject.toml +++ b/backend/pyproject.toml @@ -44,6 +44,9 @@ dev-dependencies = [ requires = ["hatchling"] build-backend = "hatchling.build" +[project.scripts] +ai-cli = "app.cli.main:cli" + [tool.mypy] strict = true exclude = ["venv", ".venv", "alembic"] @@ -54,20 +57,20 @@ exclude = ["alembic"] [tool.ruff.lint] select = [ - "E", # pycodestyle errors - "W", # pycodestyle warnings - "F", # pyflakes - "I", # isort - "B", # flake8-bugbear - "C4", # flake8-comprehensions - "UP", # pyupgrade + "E", # pycodestyle errors + "W", # pycodestyle warnings + "F", # pyflakes + "I", # isort + "B", # flake8-bugbear + "C4", # flake8-comprehensions + "UP", # pyupgrade "ARG001", # unused arguments in functions ] ignore = [ - "E501", # line too long, handled by black - "B008", # do not perform function calls in argument defaults - "W191", # indentation contains tabs - "B904", # Allow raising exceptions without from e, for HTTPException + "E501", # line too long, handled by black + "B008", # do not perform function calls in argument defaults + "W191", # indentation contains tabs + "B904", # Allow raising exceptions without from e, for HTTPException ] [tool.ruff.lint.pyupgrade] From 1b4c0dab4acbc446e610c69fbd03d0bbefd12c3f Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Thu, 29 May 2025 16:12:54 +0300 Subject: [PATCH 02/41] Refactor bench command to support multiple datasets Add configurable dataset support with kunji and sneha options, update cost estimation for GPT models, and make CSV column names configurable per dataset. --- backend/app/cli/bench/commands.py | 40 +- backend/app/cli/bench/data/sneha_goldens.csv | 394 +++++++++++++++++++ 2 files changed, 425 insertions(+), 9 deletions(-) create mode 100644 backend/app/cli/bench/data/sneha_goldens.csv diff --git a/backend/app/cli/bench/commands.py b/backend/app/cli/bench/commands.py index f0b53d3a..884cea31 100644 --- a/backend/app/cli/bench/commands.py +++ b/backend/app/cli/bench/commands.py @@ -27,11 +27,29 @@ PAYLOAD = { "project_id": 1, - "assistant_id": HARYANA_ASSISTANT_ID } ENDPOINT = "http://0.0.0.0:8000/api/v1/threads/sync" +@dataclass +class DataclassConfig: + assistant_id: str + filename: str + query_column: str + +DATASETS = { + "kunji": DataclassConfig( + assistant_id='asst_fz7oIQ2goRLfrP1mWceBcjje', + filename="glific_kunji_test_queries.csv", + query_column="prompt_text" + ), + "sneha": DataclassConfig( + assistant_id="asst_U34ZORFHMrY6a8JqrFLzyUuy", + filename="sneha_goldens.csv", + query_column="Question" + ) +} + @dataclass class BenchItem: question: str @@ -47,7 +65,8 @@ def estimate_cost( model: str, prompt_tokens: int, completion_tokens: int ) -> float: usd_per_1m = { - "gpt-4o": {"input": 2.00, "cached_input": 1.25, "output": 10.00}, + "gpt-4o": {"input": 2.50, "cached_input": 1.25, "output": 10.00}, + "gpt-4o-mini": {"input": 0.15, "cached_input": 0.075, "output": 0.60}, # Extend with more models as needed: https://platform.openai.com/docs/pricing } @@ -74,8 +93,8 @@ def output_csv(items: List[BenchItem]): return filename -def send_request(prompt: str, i: int, total: int) -> BenchItem: - local_payload = {**PAYLOAD, "question": prompt} +def send_request(prompt: str, i: int, total: int, assistant_id: str) -> BenchItem: + local_payload = {**PAYLOAD, "question": prompt, "assistant_id": assistant_id} start = time.perf_counter() response = requests.post(ENDPOINT, headers=HEADERS, json=local_payload) @@ -101,7 +120,8 @@ def send_request(prompt: str, i: int, total: int) -> BenchItem: @cli.command() def assistants( count: int = typer.Option(None, help="Number of queries to process. If not set, will process all CSV rows."), - workers: int = typer.Option(1, help="Number of workers to use for processing queries.") + workers: int = typer.Option(1, help="Number of workers to use for processing queries."), + dataset: str = typer.Option("kunji", help="Dataset to use for benchmarking (kunji or sneha).") ): """ Runs Glific test queries on Kunji OpenAI Assistant to measure latency and cost. @@ -110,9 +130,11 @@ def assistants( Note that increasing the number of workers beyond 1 can impact accuracy of duration. """ + config = DATASETS[dataset] + csv_file_path = os.path.join( os.path.dirname(__file__), - "data", "glific_kunji_test_queries.csv" + "data", config.filename ) results = [] with open(csv_file_path, 'r') as file: @@ -124,10 +146,10 @@ def assistants( typer.echo(f"Total queries: {len(csv_data)}") - # dedupe csv_data by row['prompt_text'] + # dedupe csv_data by query value seen_prompts = set() csv_data = [ - row for row in csv_data if row['prompt_text'] not in seen_prompts and not seen_prompts.add(row['prompt_text']) + row for row in csv_data if row[config.query_column] not in seen_prompts and not seen_prompts.add(row[config.query_column]) ] typer.echo(f"Total deduped queries: {len(csv_data)}") @@ -135,7 +157,7 @@ def assistants( with ThreadPoolExecutor(max_workers=workers) as executor: futures = { - executor.submit(send_request, row['prompt_text'], i, total): row + executor.submit(send_request, row[config.query_column], i, total, config.assistant_id): row for i, row in enumerate(csv_data) } diff --git a/backend/app/cli/bench/data/sneha_goldens.csv b/backend/app/cli/bench/data/sneha_goldens.csv new file mode 100644 index 00000000..43010f62 --- /dev/null +++ b/backend/app/cli/bench/data/sneha_goldens.csv @@ -0,0 +1,394 @@ +Topic,Question,Original_Grouped_Questions +Antenatal Check up services/ Health care Provider,What is the need of registration,"1.What is the need of registration +2.Importance of registration +3.Where should I register +4.If the women is ging to migrate to another place than what's the use of registering +5.When should I register" +Antenatal Check up services/ Health care Provider,Importance of registration,"1.What is the need of registration +2.Importance of registration +3.Where should I register +4.If the women is ging to migrate to another place than what's the use of registering +5.When should I register" +Antenatal Check up services/ Health care Provider,Where should I register,"1.What is the need of registration +2.Importance of registration +3.Where should I register +4.If the women is ging to migrate to another place than what's the use of registering +5.When should I register" +Antenatal Check up services/ Health care Provider,If the women is ging to migrate to another place than what's the use of registering,"1.What is the need of registration +2.Importance of registration +3.Where should I register +4.If the women is ging to migrate to another place than what's the use of registering +5.When should I register" +Antenatal Check up services/ Health care Provider,When should I register,"1.What is the need of registration +2.Importance of registration +3.Where should I register +4.If the women is ging to migrate to another place than what's the use of registering +5.When should I register" +Exercise,Exercising is mandatory?,"1.Exercising is mandatory? +2.I'm in this this trimester what should I exercise +3.In complication should I exercise +4.What exercise should be done while sitting and doing their chores +5.When and how much time should I exercise" +Exercise,I'm in this this trimester what should I exercise,"1.Exercising is mandatory? +2.I'm in this this trimester what should I exercise +3.In complication should I exercise +4.What exercise should be done while sitting and doing their chores +5.When and how much time should I exercise" +Exercise,In complication should I exercise,"1.Exercising is mandatory? +2.I'm in this this trimester what should I exercise +3.In complication should I exercise +4.What exercise should be done while sitting and doing their chores +5.When and how much time should I exercise" +Exercise,What exercise should be done while sitting and doing their chores,"1.Exercising is mandatory? +2.I'm in this this trimester what should I exercise +3.In complication should I exercise +4.What exercise should be done while sitting and doing their chores +5.When and how much time should I exercise" +Exercise,When and how much time should I exercise,"1.Exercising is mandatory? +2.I'm in this this trimester what should I exercise +3.In complication should I exercise +4.What exercise should be done while sitting and doing their chores +5.When and how much time should I exercise" +Nutrition,When should I eat,"1.When should I eat +2.What should I eat +3.Nausea and vomiting in 1st trimester, how can it be reduced +4.Alternatives of food groups +5.What should I eat if Haemoglobin is less" +Nutrition,What should I eat,"1.When should I eat +2.What should I eat +3.Nausea and vomiting in 1st trimester, how can it be reduced +4.Alternatives of food groups +5.What should I eat if Haemoglobin is less" +Nutrition,"Nausea and vomiting in 1st trimester, how can it be reduced","1.When should I eat +2.What should I eat +3.Nausea and vomiting in 1st trimester, how can it be reduced +4.Alternatives of food groups +5.What should I eat if Haemoglobin is less" +Nutrition,Alternatives of food groups,"1.When should I eat +2.What should I eat +3.Nausea and vomiting in 1st trimester, how can it be reduced +4.Alternatives of food groups +5.What should I eat if Haemoglobin is less" +Nutrition,What should I eat if Haemoglobin is less,"1.When should I eat +2.What should I eat +3.Nausea and vomiting in 1st trimester, how can it be reduced +4.Alternatives of food groups +5.What should I eat if Haemoglobin is less" +Sleep ,What are the sleeping positions,"1.What are the sleeping positions +2.How many hours should I sleep +3.I'm not able to sleep respective to the climate what should be done" +Sleep ,How many hours should I sleep,"1.What are the sleeping positions +2.How many hours should I sleep +3.I'm not able to sleep respective to the climate what should be done" +Sleep ,I'm not able to sleep respective to the climate what should be done,"1.What are the sleeping positions +2.How many hours should I sleep +3.I'm not able to sleep respective to the climate what should be done" +Aneamia,Depending up on the HB value how many iron tablets should be consumed,"1.Depending up on the HB value how many iron tablets should be consumed +2.How should I eat if Haemoglobin is less +3.Alternatives of food groups +4.IFA tablets has increased the percantage of Nausea, Vomiting +5.Not consuming IFA tablets based on previous deliveries " +Aneamia,How should I eat if Haemoglobin is less,"1.Depending up on the HB value how many iron tablets should be consumed +2.How should I eat if Haemoglobin is less +3.Alternatives of food groups +4.IFA tablets has increased the percantage of Nausea, Vomiting +5.Not consuming IFA tablets based on previous deliveries " +Aneamia,Alternatives of food groups,"1.Depending up on the HB value how many iron tablets should be consumed +2.How should I eat if Haemoglobin is less +3.Alternatives of food groups +4.IFA tablets has increased the percantage of Nausea, Vomiting +5.Not consuming IFA tablets based on previous deliveries " +Aneamia,"IFA tablets has increased the percantage of Nausea, Vomiting","1.Depending up on the HB value how many iron tablets should be consumed +2.How should I eat if Haemoglobin is less +3.Alternatives of food groups +4.IFA tablets has increased the percantage of Nausea, Vomiting +5.Not consuming IFA tablets based on previous deliveries " +Aneamia,Not consuming IFA tablets based on previous deliveries,"1.Depending up on the HB value how many iron tablets should be consumed +2.How should I eat if Haemoglobin is less +3.Alternatives of food groups +4.IFA tablets has increased the percantage of Nausea, Vomiting +5.Not consuming IFA tablets based on previous deliveries " +Stress,I feel like crying,"1.I feel like crying +2.I dont get proper sleep" +Stress,I dont get proper sleep,"1.I feel like crying +2.I dont get proper sleep" +Vaccines ,Is TT injection mandatory during pregnancy,"1.Is TT injection mandatory during pregnancy +2.When can I take the injection of TT during pregnancy +3.I missed my TT so can I take it now +4.Why is it necessary to tak TT +5.Do we have any side effect and will I be able to function properly" +Vaccines ,When can I take the injection of TT during pregnancy,"1.Is TT injection mandatory during pregnancy +2.When can I take the injection of TT during pregnancy +3.I missed my TT so can I take it now +4.Why is it necessary to tak TT +5.Do we have any side effect and will I be able to function properly" +Vaccines ,I missed my TT so can I take it now,"1.Is TT injection mandatory during pregnancy +2.When can I take the injection of TT during pregnancy +3.I missed my TT so can I take it now +4.Why is it necessary to tak TT +5.Do we have any side effect and will I be able to function properly" +Vaccines ,Why is it necessary to tak TT,"1.Is TT injection mandatory during pregnancy +2.When can I take the injection of TT during pregnancy +3.I missed my TT so can I take it now +4.Why is it necessary to tak TT +5.Do we have any side effect and will I be able to function properly" +Vaccines ,Do we have any side effect and will I be able to function properly,"1.Is TT injection mandatory during pregnancy +2.When can I take the injection of TT during pregnancy +3.I missed my TT so can I take it now +4.Why is it necessary to tak TT +5.Do we have any side effect and will I be able to function properly" +"Health Related- Heart burn, indigestion,constipation, itching at vagina, white discharge( normal/ foul smell, Danger Signs",I am getting white fluid what does that mean,"1.I am getting white fluid what does that mean +2.What can be done during Nausea and Vomiting in 1st trimester +3.Itching around the private part area +4.Dont feel like eating respective to the surrounding +5.Swelling in my legs" +"Health Related- Heart burn, indigestion,constipation, itching at vagina, white discharge( normal/ foul smell, Danger Signs",What can be done during Nausea and Vomiting in 1st trimester,"1.I am getting white fluid what does that mean +2.What can be done during Nausea and Vomiting in 1st trimester +3.Itching around the private part area +4.Dont feel like eating respective to the surrounding +5.Swelling in my legs" +"Health Related- Heart burn, indigestion,constipation, itching at vagina, white discharge( normal/ foul smell, Danger Signs",Itching around the private part area,"1.I am getting white fluid what does that mean +2.What can be done during Nausea and Vomiting in 1st trimester +3.Itching around the private part area +4.Dont feel like eating respective to the surrounding +5.Swelling in my legs" +"Health Related- Heart burn, indigestion,constipation, itching at vagina, white discharge( normal/ foul smell, Danger Signs",Dont feel like eating respective to the surrounding,"1.I am getting white fluid what does that mean +2.What can be done during Nausea and Vomiting in 1st trimester +3.Itching around the private part area +4.Dont feel like eating respective to the surrounding +5.Swelling in my legs" +"Health Related- Heart burn, indigestion,constipation, itching at vagina, white discharge( normal/ foul smell, Danger Signs",Swelling in my legs,"1.I am getting white fluid what does that mean +2.What can be done during Nausea and Vomiting in 1st trimester +3.Itching around the private part area +4.Dont feel like eating respective to the surrounding +5.Swelling in my legs" +Substance abuse ,CO gives informations what is right and what is not,CO gives informations what is right and what is not +Social Protection Scheme- JSY/PMMVY,How to take benefit of JSY,"1.How to take benefit of JSY +2.Which scheme is applicable for male child +3.Baby is 2 month old when will I get the benefit +4.I didnt get the benefit during my 1st pregnancy +5.I dont have adhaar card (documents) what can be done in this case" +Social Protection Scheme- JSY/PMMVY,Which scheme is applicable for male child,"1.How to take benefit of JSY +2.Which scheme is applicable for male child +3.Baby is 2 month old when will I get the benefit +4.I didnt get the benefit during my 1st pregnancy +5.I dont have adhaar card (documents) what can be done in this case" +Social Protection Scheme- JSY/PMMVY,Baby is 2 month old when will I get the benefit,"1.How to take benefit of JSY +2.Which scheme is applicable for male child +3.Baby is 2 month old when will I get the benefit +4.I didnt get the benefit during my 1st pregnancy +5.I dont have adhaar card (documents) what can be done in this case" +Social Protection Scheme- JSY/PMMVY,I didnt get the benefit during my 1st pregnancy,"1.How to take benefit of JSY +2.Which scheme is applicable for male child +3.Baby is 2 month old when will I get the benefit +4.I didnt get the benefit during my 1st pregnancy +5.I dont have adhaar card (documents) what can be done in this case" +Social Protection Scheme- JSY/PMMVY,I dont have adhaar card (documents) what can be done in this case,"1.How to take benefit of JSY +2.Which scheme is applicable for male child +3.Baby is 2 month old when will I get the benefit +4.I didnt get the benefit during my 1st pregnancy +5.I dont have adhaar card (documents) what can be done in this case" +Birth preparedness and complication readiness (BPCR),Why to do delivery in hospital,"1.Why to do delivery in hospital +2.What all things need to be done before reaching hospital +3.Provide full information on delivery +4.Where do I have to go for delivery +5.When to reach hospital for delivery +6.How about home delivery from Dai" +Birth preparedness and complication readiness (BPCR),What all things need to be done before reaching hospital,"1.Why to do delivery in hospital +2.What all things need to be done before reaching hospital +3.Provide full information on delivery +4.Where do I have to go for delivery +5.When to reach hospital for delivery +6.How about home delivery from Dai" +Birth preparedness and complication readiness (BPCR),Provide full information on delivery,"1.Why to do delivery in hospital +2.What all things need to be done before reaching hospital +3.Provide full information on delivery +4.Where do I have to go for delivery +5.When to reach hospital for delivery +6.How about home delivery from Dai" +Birth preparedness and complication readiness (BPCR),Where do I have to go for delivery,"1.Why to do delivery in hospital +2.What all things need to be done before reaching hospital +3.Provide full information on delivery +4.Where do I have to go for delivery +5.When to reach hospital for delivery +6.How about home delivery from Dai" +Birth preparedness and complication readiness (BPCR),When to reach hospital for delivery,"1.Why to do delivery in hospital +2.What all things need to be done before reaching hospital +3.Provide full information on delivery +4.Where do I have to go for delivery +5.When to reach hospital for delivery +6.How about home delivery from Dai" +Birth preparedness and complication readiness (BPCR),How about home delivery from Dai,"1.Why to do delivery in hospital +2.What all things need to be done before reaching hospital +3.Provide full information on delivery +4.Where do I have to go for delivery +5.When to reach hospital for delivery +6.How about home delivery from Dai" +Sex during ANC ,Can I do sex/is it safe during my pregnancy,"1.Can I do sex/is it safe during my pregnancy +2.After sex there is fluid discharge like white discharge, blood is this normal" +Sex during ANC ,"After sex there is fluid discharge like white discharge, blood is this normal","1.Can I do sex/is it safe during my pregnancy +2.After sex there is fluid discharge like white discharge, blood is this normal" +ANC precautions,Is travelling safe during my third trimester,1.Is travelling safe during my third trimester +PNC Nutrition,What can I eat,"1.What can I eat +2.How to increase the milk production" +PNC Nutrition,How to increase the milk production,"1.What can I eat +2.How to increase the milk production" +PNC anemia,Why is it necessary to have IFA tablets when I already had in my ANC,"1.Why is it necessary to have IFA tablets when I already had in my ANC +2.Stomach upset after having IFA tablets (Constipation) +3.HB is less so what can be eaten to increase that" +PNC anemia,Stomach upset after having IFA tablets (Constipation),"1.Why is it necessary to have IFA tablets when I already had in my ANC +2.Stomach upset after having IFA tablets (Constipation) +3.HB is less so what can be eaten to increase that" +PNC anemia,HB is less so what can be eaten to increase that,"1.Why is it necessary to have IFA tablets when I already had in my ANC +2.Stomach upset after having IFA tablets (Constipation) +3.HB is less so what can be eaten to increase that" +Uptake of services,Family Planning,"Family Planning +When can I insert copper T" +Uptake of services,When can I insert copper T,"Family Planning +When can I insert copper T" +Breastfeeding (early initiation and exclusive),For how long should I feed milk to the baby,"1.For how long should I feed milk to the baby +2.At what time interval should I feed the baby +3.Is it ok to give water +4.Can food items be given +5.I dont get milk/There is pain around the area" +Breastfeeding (early initiation and exclusive),At what time interval should I feed the baby,"1.For how long should I feed milk to the baby +2.At what time interval should I feed the baby +3.Is it ok to give water +4.Can food items be given +5.I dont get milk/There is pain around the area" +Breastfeeding (early initiation and exclusive),Is it ok to give water,"1.For how long should I feed milk to the baby +2.At what time interval should I feed the baby +3.Is it ok to give water +4.Can food items be given +5.I dont get milk/There is pain around the area" +Breastfeeding (early initiation and exclusive),Can food items be given,"1.For how long should I feed milk to the baby +2.At what time interval should I feed the baby +3.Is it ok to give water +4.Can food items be given +5.I dont get milk/There is pain around the area" +Breastfeeding (early initiation and exclusive),I dont get milk/There is pain around the area,"1.For how long should I feed milk to the baby +2.At what time interval should I feed the baby +3.Is it ok to give water +4.Can food items be given +5.I dont get milk/There is pain around the area" +Immunisation,When is the 1st immunisation given also month wise,"1.When is the 1st immunisation given also month wise +2.Why is immusication is required, no family members are immunised +3.Why do baby get fever after immunisation/what can be done in this case +4.Why there is lumb/swelling and redness after immunisation/what can be done in this case +5.I have missed the immunisation as per the scheduled date, can i take it now +6.What are its side effects +7.How many vaccines should be given +8.When is the last vaccine given" +Immunisation,"Why is immusication is required, no family members are immunised","1.When is the 1st immunisation given also month wise +2.Why is immusication is required, no family members are immunised +3.Why do baby get fever after immunisation/what can be done in this case +4.Why there is lumb/swelling and redness after immunisation/what can be done in this case +5.I have missed the immunisation as per the scheduled date, can i take it now +6.What are its side effects +7.How many vaccines should be given +8.When is the last vaccine given" +Immunisation,Why do baby get fever after immunisation/what can be done in this case,"1.When is the 1st immunisation given also month wise +2.Why is immusication is required, no family members are immunised +3.Why do baby get fever after immunisation/what can be done in this case +4.Why there is lumb/swelling and redness after immunisation/what can be done in this case +5.I have missed the immunisation as per the scheduled date, can i take it now +6.What are its side effects +7.How many vaccines should be given +8.When is the last vaccine given" +Immunisation,Why there is lumb/swelling and redness after immunisation/what can be done in this case,"1.When is the 1st immunisation given also month wise +2.Why is immusication is required, no family members are immunised +3.Why do baby get fever after immunisation/what can be done in this case +4.Why there is lumb/swelling and redness after immunisation/what can be done in this case +5.I have missed the immunisation as per the scheduled date, can i take it now +6.What are its side effects +7.How many vaccines should be given +8.When is the last vaccine given" +Immunisation,"I have missed the immunisation as per the scheduled date, can i take it now","1.When is the 1st immunisation given also month wise +2.Why is immusication is required, no family members are immunised +3.Why do baby get fever after immunisation/what can be done in this case +4.Why there is lumb/swelling and redness after immunisation/what can be done in this case +5.I have missed the immunisation as per the scheduled date, can i take it now +6.What are its side effects +7.How many vaccines should be given +8.When is the last vaccine given" +Immunisation,What are its side effects,"1.When is the 1st immunisation given also month wise +2.Why is immusication is required, no family members are immunised +3.Why do baby get fever after immunisation/what can be done in this case +4.Why there is lumb/swelling and redness after immunisation/what can be done in this case +5.I have missed the immunisation as per the scheduled date, can i take it now +6.What are its side effects +7.How many vaccines should be given +8.When is the last vaccine given" +Immunisation,How many vaccines should be given,"1.When is the 1st immunisation given also month wise +2.Why is immusication is required, no family members are immunised +3.Why do baby get fever after immunisation/what can be done in this case +4.Why there is lumb/swelling and redness after immunisation/what can be done in this case +5.I have missed the immunisation as per the scheduled date, can i take it now +6.What are its side effects +7.How many vaccines should be given +8.When is the last vaccine given" +Immunisation,When is the last vaccine given,"1.When is the 1st immunisation given also month wise +2.Why is immusication is required, no family members are immunised +3.Why do baby get fever after immunisation/what can be done in this case +4.Why there is lumb/swelling and redness after immunisation/what can be done in this case +5.I have missed the immunisation as per the scheduled date, can i take it now +6.What are its side effects +7.How many vaccines should be given +8.When is the last vaccine given" +Check weight of Baby (early identification of low birth weight babies / Anthropometry,The weight of my baby is less as compared to ideal weight what should be done,"1.The weight of my baby is less as compared to ideal weight what should be done +2.What should be given to increase the weight of the baby +3.Does the weight decrease due to the illness of the baby +4.Can we check the weight in Anganwadi" +Check weight of Baby (early identification of low birth weight babies / Anthropometry,What should be given to increase the weight of the baby,"1.The weight of my baby is less as compared to ideal weight what should be done +2.What should be given to increase the weight of the baby +3.Does the weight decrease due to the illness of the baby +4.Can we check the weight in Anganwadi" +Check weight of Baby (early identification of low birth weight babies / Anthropometry,Does the weight decrease due to the illness of the baby,"1.The weight of my baby is less as compared to ideal weight what should be done +2.What should be given to increase the weight of the baby +3.Does the weight decrease due to the illness of the baby +4.Can we check the weight in Anganwadi" +Check weight of Baby (early identification of low birth weight babies / Anthropometry,Can we check the weight in Anganwadi,"1.The weight of my baby is less as compared to ideal weight what should be done +2.What should be given to increase the weight of the baby +3.Does the weight decrease due to the illness of the baby +4.Can we check the weight in Anganwadi" +Child care,How do I massage my baby,"1.How do I massage my baby +2.Types of clothes for the baby +3.Should we use diaper +4.Why my baby keeps crying" +Child care,Types of clothes for the baby,"1.How do I massage my baby +2.Types of clothes for the baby +3.Should we use diaper +4.Why my baby keeps crying" +Child care,Should we use diaper,"1.How do I massage my baby +2.Types of clothes for the baby +3.Should we use diaper +4.Why my baby keeps crying" +Child care,Why my baby keeps crying,"1.How do I massage my baby +2.Types of clothes for the baby +3.Should we use diaper +4.Why my baby keeps crying" +Complimentary Feeding information,What food should be given to the baby,"1.What food should be given to the baby +2.Can I get the child taste honey +3.Can I give baby gripe water +4.Quantity/Frequency of mother's milk after starting with food +5.When can I start giving baby food" +Complimentary Feeding information,Can I get the child taste honey,"1.What food should be given to the baby +2.Can I get the child taste honey +3.Can I give baby gripe water +4.Quantity/Frequency of mother's milk after starting with food +5.When can I start giving baby food" +Complimentary Feeding information,Can I give baby gripe water,"1.What food should be given to the baby +2.Can I get the child taste honey +3.Can I give baby gripe water +4.Quantity/Frequency of mother's milk after starting with food +5.When can I start giving baby food" +Complimentary Feeding information,Quantity/Frequency of mother's milk after starting with food,"1.What food should be given to the baby +2.Can I get the child taste honey +3.Can I give baby gripe water +4.Quantity/Frequency of mother's milk after starting with food +5.When can I start giving baby food" +Complimentary Feeding information,When can I start giving baby food,"1.What food should be given to the baby +2.Can I get the child taste honey +3.Can I give baby gripe water +4.Quantity/Frequency of mother's milk after starting with food +5.When can I start giving baby food" From 4dfd55babeb7df888df75b7866351cce8017c3f4 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Thu, 29 May 2025 16:21:28 +0300 Subject: [PATCH 03/41] Update bench CLI configuration and naming - Rename DataclassConfig to DatasetConfig for clarity - Update API key comment with setup instructions - Remove unused HARYANA_ASSISTANT_ID constant --- backend/app/cli/bench/commands.py | 10 ++++------ 1 file changed, 4 insertions(+), 6 deletions(-) diff --git a/backend/app/cli/bench/commands.py b/backend/app/cli/bench/commands.py index 884cea31..fc500c32 100644 --- a/backend/app/cli/bench/commands.py +++ b/backend/app/cli/bench/commands.py @@ -19,12 +19,10 @@ HEADERS = { "accept": "application/json", - "X-API-KEY": "ApiKey No3x47A5qoIGhm0kVKjQ77dhCqEdWRIQZlEPzzzh7i8", # First start session with seed API key + "X-API-KEY": "ApiKey No3x47A5qoIGhm0kVKjQ77dhCqEdWRIQZlEPzzzh7i8", # from seed data but must hit POST /api/v1/credentials before running this script "Content-Type": "application/json", } -HARYANA_ASSISTANT_ID = 'asst_fz7oIQ2goRLfrP1mWceBcjje' - PAYLOAD = { "project_id": 1, } @@ -32,18 +30,18 @@ ENDPOINT = "http://0.0.0.0:8000/api/v1/threads/sync" @dataclass -class DataclassConfig: +class DatasetConfig: assistant_id: str filename: str query_column: str DATASETS = { - "kunji": DataclassConfig( + "kunji": DatasetConfig( assistant_id='asst_fz7oIQ2goRLfrP1mWceBcjje', filename="glific_kunji_test_queries.csv", query_column="prompt_text" ), - "sneha": DataclassConfig( + "sneha": DatasetConfig( assistant_id="asst_U34ZORFHMrY6a8JqrFLzyUuy", filename="sneha_goldens.csv", query_column="Question" From 2829fe7209910c7dd8f5e848ff2c0b5119946f58 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 13:48:22 +0300 Subject: [PATCH 04/41] Add responses API route and benchmark command - Introduced a new responses API route for handling OpenAI responses. - Updated main API router to include the new responses route. - Enhanced diagnostics handling in threads and CLI benchmark commands for better token tracking. - Added instruction files for the responses dataset to guide the AI assistant's behavior. --- backend/app/api/main.py | 2 + backend/app/api/routes/responses.py | 132 +++++++ backend/app/api/routes/threads.py | 10 +- backend/app/cli/bench/commands.py | 337 ++++++++++++++---- .../app/cli/bench/data/kunji_instructions.txt | 184 ++++++++++ .../app/cli/bench/data/sneha_instructions.txt | 12 + 6 files changed, 596 insertions(+), 81 deletions(-) create mode 100644 backend/app/api/routes/responses.py create mode 100644 backend/app/cli/bench/data/kunji_instructions.txt create mode 100644 backend/app/cli/bench/data/sneha_instructions.txt diff --git a/backend/app/api/main.py b/backend/app/api/main.py index 2ba2079a..e6a74971 100644 --- a/backend/app/api/main.py +++ b/backend/app/api/main.py @@ -8,6 +8,7 @@ organization, project, project_user, + responses, private, threads, users, @@ -27,6 +28,7 @@ api_router.include_router(organization.router) api_router.include_router(project.router) api_router.include_router(project_user.router) +api_router.include_router(responses.router) api_router.include_router(threads.router) api_router.include_router(users.router) api_router.include_router(utils.router) diff --git a/backend/app/api/routes/responses.py b/backend/app/api/routes/responses.py new file mode 100644 index 00000000..d1abb0d3 --- /dev/null +++ b/backend/app/api/routes/responses.py @@ -0,0 +1,132 @@ +from typing import Optional + +import openai +from pydantic import BaseModel +from fastapi import APIRouter, Depends +from openai import OpenAI +from sqlmodel import Session + +from app.api.deps import get_current_user_org, get_db +from app.crud.credentials import get_provider_credential +from app.models import UserOrganization +from app.utils import APIResponse + +router = APIRouter(tags=["responses"]) + + +def handle_openai_error(e: openai.OpenAIError) -> str: + """Extract error message from OpenAI error.""" + if isinstance(e.body, dict) and "message" in e.body: + return e.body["message"] + return str(e) + + +class ResponsesAPIRequest(BaseModel): + project_id: int + + model: str + instructions: str + vector_store_ids: list[str] + max_num_results: Optional[int] = 20 + temperature: Optional[float] = 0.1 + response_id: Optional[str] = None + + question: str + + +class Diagnostics(BaseModel): + input_tokens: int + output_tokens: int + total_tokens: int + + model: str + + +class FileResultChunk(BaseModel): + score: float + text: str + + +class _APIResponse(BaseModel): + status: str + + response_id: str + message: str + chunks: list[FileResultChunk] + + diagnostics: Optional[Diagnostics] = None + + +class ResponsesAPIResponse(APIResponse[_APIResponse]): + pass + + +def get_file_search_results(response): + results: list[FileResultChunk] = [] + + for tool_call in response.output: + if tool_call.type == "file_search_call": + results.extend( + [FileResultChunk(score=hit.score, text=hit.text) for hit in results] + ) + + return results + + +@router.post("/responses/sync", response_model=ResponsesAPIResponse) +async def responses_sync( + request: ResponsesAPIRequest, + _session: Session = Depends(get_db), + _current_user: UserOrganization = Depends(get_current_user_org), +): + """ + Temp synchronous endpoint for benchmarking OpenAI responses API + """ + credentials = get_provider_credential( + session=_session, + org_id=_current_user.organization_id, + provider="openai", + project_id=request.project_id, + ) + if not credentials or "api_key" not in credentials: + return APIResponse.failure_response( + error="OpenAI API key not configured for this organization." + ) + + client = OpenAI(api_key=credentials["api_key"]) + + try: + response = client.responses.create( + model=request.model, + previous_response_id=request.response_id, + instructions=request.instructions, + tools=[ + { + "type": "file_search", + "vector_store_ids": request.vector_store_ids, + "max_num_results": request.max_num_results, + } + ], + temperature=request.temperature, + input=[{"role": "user", "content": request.question}], + include=["file_search_call.results"], + ) + + response_chunks = get_file_search_results(response) + + return ResponsesAPIResponse.success_response( + data=_APIResponse( + status="success", + response_id=response.id, + message=response.output_text, + chunks=response_chunks, + diagnostics=Diagnostics( + input_tokens=response.usage.input_tokens, + output_tokens=response.usage.output_tokens, + total_tokens=response.usage.total_tokens, + model=response.model, + ), + ), + ) + except openai.OpenAIError as e: + return ResponsesAPIResponse.failure_response(error=handle_openai_error(e)) diff --git a/backend/app/api/routes/threads.py b/backend/app/api/routes/threads.py index 1c534a6c..6a28678e 100644 --- a/backend/app/api/routes/threads.py +++ b/backend/app/api/routes/threads.py @@ -322,13 +322,13 @@ async def threads_sync( message_content, request.get("remove_citation", False) ) - cost_info = { - "prompt_tokens": run.usage.prompt_tokens, - "completion_tokens": run.usage.completion_tokens, + diagnostics = { + "input_tokens": run.usage.prompt_tokens, + "output_tokens": run.usage.completion_tokens, "total_tokens": run.usage.total_tokens, - "model": run.model + "model": run.model, } - request = { **request, **cost_info } + request = {**request, **{"diagnostics": diagnostics}} return create_success_response(request, message) else: diff --git a/backend/app/cli/bench/commands.py b/backend/app/cli/bench/commands.py index fc500c32..95707b8d 100644 --- a/backend/app/cli/bench/commands.py +++ b/backend/app/cli/bench/commands.py @@ -3,9 +3,8 @@ import logging import time from datetime import datetime -from typing import List +from typing import List, Protocol from dataclasses import dataclass -from concurrent.futures import ThreadPoolExecutor, as_completed import requests import typer @@ -19,7 +18,7 @@ HEADERS = { "accept": "application/json", - "X-API-KEY": "ApiKey No3x47A5qoIGhm0kVKjQ77dhCqEdWRIQZlEPzzzh7i8", # from seed data but must hit POST /api/v1/credentials before running this script + "X-API-KEY": "ApiKey No3x47A5qoIGhm0kVKjQ77dhCqEdWRIQZlEPzzzh7i8", # from seed data but must hit POST /api/v1/credentials before running this script "Content-Type": "application/json", } @@ -27,44 +26,89 @@ "project_id": 1, } -ENDPOINT = "http://0.0.0.0:8000/api/v1/threads/sync" @dataclass -class DatasetConfig: +class AssistantDatasetConfig: assistant_id: str filename: str query_column: str -DATASETS = { - "kunji": DatasetConfig( - assistant_id='asst_fz7oIQ2goRLfrP1mWceBcjje', - filename="glific_kunji_test_queries.csv", - query_column="prompt_text" - ), - "sneha": DatasetConfig( - assistant_id="asst_U34ZORFHMrY6a8JqrFLzyUuy", - filename="sneha_goldens.csv", - query_column="Question" - ) + +@dataclass +class ResponsesDatasetConfig: + model: str + vector_store_ids: list[str] + instructions: str + filename: str + query_column: str + + +def load_instructions(filename: str) -> str: + with open(os.path.join(os.path.dirname(__file__), "data", filename), "r") as file: + return file.read() + + +SERVICES = { + "assistants": { + "endpoint": "http://localhost:8000/api/v1/threads/sync", + "datasets": { + "kunji": AssistantDatasetConfig( + assistant_id="asst_fz7oIQ2goRLfrP1mWceBcjje", + filename="glific_kunji_test_queries.csv", + query_column="prompt_text", + ), + "sneha": AssistantDatasetConfig( + assistant_id="asst_U34ZORFHMrY6a8JqrFLzyUuy", + filename="sneha_goldens.csv", + query_column="Question", + ), + }, + }, + "responses": { + "endpoint": "http://localhost:8000/api/v1/responses/sync", + "datasets": { + "kunji": ResponsesDatasetConfig( + model="gpt-4o", + vector_store_ids=["vs_QtyGjYxyM0OUKd6y7Z1pnfKU"], + instructions=load_instructions("kunji_instructions.txt"), + filename="glific_kunji_test_queries.csv", + query_column="prompt_text", + ), + "sneha": ResponsesDatasetConfig( + model="gpt-4o-mini", + vector_store_ids=["vs_67a9de6638888191beb37c06f84e1a88"], + instructions=load_instructions("sneha_instructions.txt"), + filename="sneha_goldens.csv", + query_column="Question", + ), + }, + }, } + @dataclass class BenchItem: question: str answer: str duration: float - prompt_tokens: int - completion_tokens: int + input_tokens: int + output_tokens: int total_tokens: int cost_estimate_usd: float model: str -def estimate_cost( - model: str, prompt_tokens: int, completion_tokens: int -) -> float: + +def estimate_cost(model: str, input_tokens: int, output_tokens: int) -> float: + GPT_4o_MINI_2024_07_18_COSTING = { + "input": 0.15, + "cached_input": 0.075, + "output": 0.60, + } + usd_per_1m = { "gpt-4o": {"input": 2.50, "cached_input": 1.25, "output": 10.00}, - "gpt-4o-mini": {"input": 0.15, "cached_input": 0.075, "output": 0.60}, + "gpt-4o-mini": GPT_4o_MINI_2024_07_18_COSTING, + "gpt-4o-mini-2024-07-18": GPT_4o_MINI_2024_07_18_COSTING, # Extend with more models as needed: https://platform.openai.com/docs/pricing } @@ -74,8 +118,8 @@ def estimate_cost( return 0.0 # We don't care about cached_input for now, this just to be mindful of upper bound cost to run benchmark - input_cost = (prompt_tokens / 1_000_000) * pricing["input"] - output_cost = (completion_tokens / 1_000_000) * pricing["output"] + input_cost = (input_tokens / 1_000_000) * pricing["input"] + output_cost = (output_tokens / 1_000_000) * pricing["output"] return input_cost + output_cost @@ -85,97 +129,238 @@ def output_csv(items: List[BenchItem]): with open(filename, "a") as file: writer = csv.writer(file) if not file_exists: - writer.writerow(["question", "answer", "duration", "prompt_tokens", "completion_tokens", "total_tokens", "cost_estimate_usd", "model"]) + writer.writerow( + [ + "question", + "answer", + "duration", + "input_tokens", + "output_tokens", + "total_tokens", + "cost_estimate_usd", + "model", + ] + ) for item in items: - writer.writerow([item.question, item.answer, item.duration, item.prompt_tokens, item.completion_tokens, item.total_tokens, item.cost_estimate_usd, item.model]) + writer.writerow( + [ + item.question, + item.answer, + item.duration, + item.input_tokens, + item.output_tokens, + item.total_tokens, + item.cost_estimate_usd, + item.model, + ] + ) return filename -def send_request(prompt: str, i: int, total: int, assistant_id: str) -> BenchItem: - local_payload = {**PAYLOAD, "question": prompt, "assistant_id": assistant_id} + +def send_benchmark_request( + prompt: str, + i: int, + total: int, + endpoint: str, + build_payload: callable, +) -> BenchItem: + """ + Send a benchmark request to the specified endpoint. + + Args: + prompt: The prompt to send + i: Current index + total: Total number of requests + endpoint: API endpoint to call + build_payload: Function that builds the payload given the prompt + """ + local_payload = build_payload(prompt) start = time.perf_counter() - response = requests.post(ENDPOINT, headers=HEADERS, json=local_payload) + response = requests.post(endpoint, headers=HEADERS, json=local_payload) end = time.perf_counter() duration = end - start if response.status_code == 200: - result = response.json()['data'] + result = response.json() + result = result["data"] + diagnostics = result["diagnostics"] return BenchItem( question=prompt, - answer=result['message'], + answer=result["message"], duration=duration, - prompt_tokens=result['prompt_tokens'], - completion_tokens=result['completion_tokens'], - total_tokens=result['total_tokens'], - cost_estimate_usd=estimate_cost(result['model'], result['prompt_tokens'], result['completion_tokens']), - model=result['model'] + input_tokens=diagnostics["input_tokens"], + output_tokens=diagnostics["output_tokens"], + total_tokens=diagnostics["total_tokens"], + cost_estimate_usd=estimate_cost( + diagnostics["model"], + diagnostics["input_tokens"], + diagnostics["output_tokens"], + ), + model=diagnostics["model"], ) else: + typer.echo(response.text) typer.echo(f"[{i+1}/{total}] FAILED - Status: {response.status_code}") raise Exception(f"Request failed with status code {response.status_code}") -@cli.command() -def assistants( - count: int = typer.Option(None, help="Number of queries to process. If not set, will process all CSV rows."), - workers: int = typer.Option(1, help="Number of workers to use for processing queries."), - dataset: str = typer.Option("kunji", help="Dataset to use for benchmarking (kunji or sneha).") -): - """ - Runs Glific test queries on Kunji OpenAI Assistant to measure latency and cost. - How to run the benchmark: in backend/ run `uv run ai-cli bench assistants --count 4 --workers 1` +class DatasetConfig(Protocol): + filename: str + query_column: str - Note that increasing the number of workers beyond 1 can impact accuracy of duration. - """ - config = DATASETS[dataset] +def load_and_dedupe_csv( + dataset_config: DatasetConfig, count: int | None = None +) -> List[dict]: + """Load and deduplicate CSV data for benchmarking.""" csv_file_path = os.path.join( - os.path.dirname(__file__), - "data", config.filename + os.path.dirname(__file__), "data", dataset_config.filename ) - results = [] - with open(csv_file_path, 'r') as file: + with open(csv_file_path, "r") as file: csv_reader = csv.DictReader(file) csv_data = list(csv_reader) if count: csv_data = csv_data[:count] - typer.echo(f"Total queries: {len(csv_data)}") - # dedupe csv_data by query value seen_prompts = set() csv_data = [ - row for row in csv_data if row[config.query_column] not in seen_prompts and not seen_prompts.add(row[config.query_column]) + row + for row in csv_data + if row[dataset_config.query_column] not in seen_prompts + and not seen_prompts.add(row[dataset_config.query_column]) ] - typer.echo(f"Total deduped queries: {len(csv_data)}") - total = len(csv_data) + return csv_data - with ThreadPoolExecutor(max_workers=workers) as executor: - futures = { - executor.submit(send_request, row[config.query_column], i, total, config.assistant_id): row - for i, row in enumerate(csv_data) - } - for future in tqdm(as_completed(futures), total=total): - result = future.result() - if result: - results.append(result) - - avg_duration = sum(item.duration for item in results) / len(results) - total_prompt = sum(item.prompt_tokens for item in results) - total_completion = sum(item.completion_tokens for item in results) +def calculate_statistics(results: List[BenchItem]) -> dict: + """Calculate statistics from benchmark results.""" + total_runs = len(results) + avg_duration = sum(item.duration for item in results) / total_runs + total_input_tokens = sum(item.input_tokens for item in results) + total_output_tokens = sum(item.output_tokens for item in results) total_duration = sum(item.duration for item in results) - model = results[0].model if results else "unknown" + model = results[0].model + total_cost = estimate_cost(model, total_input_tokens, total_output_tokens) + + return { + "avg_duration": avg_duration, + "total_input_tokens": total_input_tokens, + "total_output_tokens": total_output_tokens, + "total_duration": total_duration, + "model": model, + "total_cost": total_cost, + "total_runs": total_runs, + } + + +def print_statistics(stats: dict): + """Print benchmark statistics.""" + typer.echo( + f"\nMean duration: {stats['avg_duration']:.3f}s over {stats['total_runs']} runs." + ) + typer.echo(f"Total duration: {stats['total_duration']:.3f}s") + typer.echo( + f"Total tokens used: input={stats['total_input_tokens']}, output={stats['total_output_tokens']}" + ) + typer.echo( + f"Estimated cost for {stats['total_runs']} runs on {stats['model']}: ${stats['total_cost']:.6f}" + ) + + +@cli.command() +def assistants( + count: int = typer.Option( + None, + help="Number of queries to process. If not set, will process all CSV rows.", + ), + dataset: str = typer.Option( + "kunji", help="Dataset to use for benchmarking (kunji or sneha)." + ), +): + """ + Runs test queries on OpenAI Assistant API based /threads/sync endpoint to measure latency and cost. + + How to run the benchmark: in backend/ run `uv run ai-cli bench assistants --count 100 --dataset kunji` + + Note that increasing the number of workers beyond 1 can impact accuracy of duration. + """ + dataset_config: AssistantDatasetConfig = SERVICES["assistants"]["datasets"][dataset] + csv_data = load_and_dedupe_csv(dataset_config, count) + + typer.echo(f"Total deduped queries: {len(csv_data)}") + total = len(csv_data) - total_cost = estimate_cost(model, total_prompt, total_completion) + def build_assistant_payload(prompt: str) -> dict: + return { + **PAYLOAD, + "question": prompt, + "assistant_id": dataset_config.assistant_id, + } + + results = [] + for i, row in enumerate(tqdm(csv_data, total=total)): + result = send_benchmark_request( + row[dataset_config.query_column], + i, + total, + SERVICES["assistants"]["endpoint"], + build_assistant_payload, + ) + if result: + results.append(result) + stats = calculate_statistics(results) filename = output_csv(results) typer.echo(f"Results saved to {filename}") + print_statistics(stats) + + +@cli.command() +def responses( + count: int = typer.Option( + None, + help="Number of queries to process. If not set, will process all CSV rows.", + ), + dataset: str = typer.Option( + "kunji", help="Dataset to use for benchmarking (kunji or sneha)." + ), +): + """ + Benchmarks Responses API-based /responses/sync endpoint for a given dataset. + """ + dataset_config: ResponsesDatasetConfig = SERVICES["responses"]["datasets"][dataset] + csv_data = load_and_dedupe_csv(dataset_config, count) + + typer.echo(f"Total deduped queries: {len(csv_data)}") + total = len(csv_data) + + def build_responses_payload(prompt: str) -> dict: + return { + **PAYLOAD, + "question": prompt, + "model": dataset_config.model, + "vector_store_ids": dataset_config.vector_store_ids, + "instructions": dataset_config.instructions, + } + + results = [] + for i, row in enumerate(tqdm(csv_data, total=total)): + result = send_benchmark_request( + row[dataset_config.query_column], + i, + total, + SERVICES["responses"]["endpoint"], + build_responses_payload, + ) + if result: + results.append(result) - typer.echo(f"\nMean duration: {avg_duration:.3f}s over {total} runs.") - typer.echo(f"Total duration: {total_duration:.3f}s") - typer.echo(f"Total tokens used: prompt={total_prompt}, completion={total_completion}") - typer.echo(f"Estimated cost for {total} runs on {model}: ${total_cost:.6f}") + stats = calculate_statistics(results) + filename = output_csv(results) + typer.echo(f"Results saved to {filename}") + print_statistics(stats) diff --git a/backend/app/cli/bench/data/kunji_instructions.txt b/backend/app/cli/bench/data/kunji_instructions.txt new file mode 100644 index 00000000..649266a5 --- /dev/null +++ b/backend/app/cli/bench/data/kunji_instructions.txt @@ -0,0 +1,184 @@ +**You are an AI assistant designed to help Government officials and Self Help Group (SHG) stakeholders answer their questions sourced from uploaded policy documents in OpenAI’s File Search.** + +You provide only **quotable, verifiable information** directly from the documents. Do **not** generate information beyond the documents. If the files do not contain the requested information, respond: +**“I’m sorry, but I cannot find information on that topic in the provided files.”** +--- + +## 📌 CORE INSTRUCTIONS + +--- +### 1. **Language Handling** +Every user message will contain this phrase: +> **“Preferred language:”** followed by either **English** or **Hindi**. +You must respond in that language **every time**. + +#### A. If Preferred Language is **English**: +- Respond **only in English**, using simple but formal language. +- Expand acronyms using `acronym.md`. +- Assume and correct minor typos (e.g., “Samosa” = “Samooha”). +- If the query is in **transliterated or Romanised Hindi**, translate to English before querying. Reply in the same romanised hindi. + +#### B. If Preferred Language is **Hindi**: +- Respond **only in Hindi (देवनागरी लिपि)** in formal, simple language. +- Translate the query into English before querying. +- Correct typos and transliteration errors before processing. + +--- + +### 2. **Document Sourcing & Referencing** +- Search and retrieve answers **only from documents in the File Search vector store**. +- Every document has a **version number** in its title. +- Always **search the latest version first**, then fallback to older versions only if needed. +- Every answer must include: + +#### ✅ A. **Policy Source** +> - Use the document’s **filename** where the answer was retrieved from. + +#### ✅ B. **Reference Link** + Once the answer is retrieved, without fail, **scan the file 'listoffilesandpaths +.md' for the file link against the file name and Return this link without fail in the answer**. Ensure this happens for both questions in English and Hindi + +--- + +### ✅ Sample Answer +**CLF (Cluster Level Federation)** एक संगठनात्मक ढांचा है जो गांवों के समूह में सभी प्राथमिक स्तर की संघों (PrLFs) को एकत्र करता है। इसका उद्देश्य सामूहिक क्रियाओं को बढ़ावा देना, बाजारों और स्थानीय संस्थानों तक पहुंच को बढ़ाना, और वित्तीय मध्यस्थता को आसान बनाना है। +**मुख्य कार्य:** +- सभी गरीबों को SHGs में शामिल करना +- PrLF गतिविधियों की समीक्षा और समर्थन करना +- SHGs के लिए वित्तीय सहायता प्रदान करना +- सामुदायिक विकास और सामाजिक सुरक्षा योजनाओं का कार्यान्वयन +CLF का ढांचा आमतौर पर 15-30 PrLFs का होता है और यह स्थानीय स्तर पर सामुदायिक विकास में महत्वपूर्ण भूमिका निभाता है। +**Policy Source:** Community Operational Manual +**Reference Link:** https://drive.google.com/file/d/1A1VZen5CgHNp1saXFm6UyFaDyC3XPAq9/view?usp=drivesdk +--- + +### 3. **Handling Ambiguity** +- If a query contains an unknown or ambiguous term/acronym not found in any file: + - Ask the user to clarify. +--- + +### 4. **Common Acronyms List (Quick Reference)** + +> Use this section only as a **shortcut for recognizing or guessing frequent terms or phonetic errors**. All final acronym expansions must be verified in `acronym.md`. +AEWs,एईडब्ल्यू,Agriculture Extension Workers +ASHA,आशा,Accredited Social Health Activist +BPL,बीपीएल,Below Poverty Line +CBO,सीबीओ,Community Based Organization +CIF,सीआईएफ,Community Investment Fund +CLF,सीएलएफ,Cluster Level Federation +CMTC,सीएमटीसी,Community Managed Training Center +CRP,सीआरपी,Community Resource Person +CSO,सीएसओ,Civil Society Organization +DAY,डीएवाई,Deendayal Antyodaya Yojana +DRDA,डीआरडीए,District Rural Development Agency +IB,आईबी,Institution Building +ICDS,आईसीडीएस,Integrated Child Development Services Scheme +ICT,आईसीटी,Information and Communication Technology +IFAD,आईएफएडी,International Fund for Agricultural Development +JLG,जेएलजी,Joint Liability Group +MIS,एमआईएस,Management Information System +MoRD,मोआरडी,Ministry of Rural Development +NABARD,नाबार्ड,National Bank for Agriculture and Rural Development +NRLM,एनआरएलएम,National Rural Livelihoods Mission +NRLP,एनआरएलपी,National Rural Livelihoods Project +NSAP,एनएसएपी,National Social Assistance Program +OBC,ओबीसी,Other Backward Classes +PIP,पीआईपी,Participatory Identification of Poor +PRI,पीआरआई,Panchayati Raj Institutions +RL,आरएल,Rural Livelihoods +RSETI,आरएसईटीआई,Rural Self Employment Training Institute +SC,एससी,Scheduled Castes +SHG,एसएचजी,Self Help Group +SLF,एसएलएफ,Secondary Level Federation +ST,एसटी,Scheduled Tribes +VO,वीओ,Village Organization +AHWD,एएचडब्ल्यूडी,Animal Husbandry and Dairying +BC,बीसी,Banking Correspondent +BLF,बीएलएफ,Block Level Federation +CC,सीसी,Community Coordinator +CRP EP,सीआरपी ईपी,Community Resource Person for Enterprise Promotion +CSP,सीएसपी,Customer Service Point +EAP,ईएपी,External Aided Projects +FIG,एफआईजी,Farmer Interest Group +GPLF,जीपीएलएफ,Gram Panchayat Level Federation +IBCB,आईबीसीबी,Institution Building and Capacity Building +PG,पीजी,Producer Group +MBK,एमबीके,Master Book Keeper +MKSP,एमकेएसपी,Mahila Kisan Sashaktikaran Pariyojana +OLM,ओएलएम,Odisha Livelihoods Mission +PFT,पीएफटी,Project Facilitation Team +PIA,पीआईए,Project Implementing Agency +PRI O,पीआरआई ओ,Panchayati Raj Institution Communtiy based Organisation +RLSP,आरएलएसपी,Rural Livelihoods Security Program +SAGY,एसएजीवाई,Saansad Adarsh Gram Yojana +SLNA,एसएलएनए,State Level Nodal Agency +SRLM,एसआरएलएम,State Rural Livelihoods Mission +SRP,एसआरपी,State Resource Person +CFT,सीएफटी,Cluster Facilitation Team +CM,सीएम,Community Mobilizer +CRP IB,सीआरपी आईबी,Community Resource Person for Institution Building +DPMU,डीपीएमयू,District Project Management Unit +EDP,ईडीपी,Entrepreneurship Development Program +ERP,ईआरपी,Enterprise Resource Planning +FLC,एफएलसी,Financial Literacy Center +HR,एचआर,Human Resources +JBY,जेबीवाई,Janashree Bima Yojana +MIS ME,एमआईएस एमई,Management Information System and Monitoring and Evaluation +NMMU,एनएमएमयू,National Mission Management Unit +NRETP,एनआरईटीपी,National Rural Economic Transformation Project +PG,पीजी,Producer Group +PLF,पीएलएफ,Primary Level Federation +PMU,पीएमयू,Project Management Unit +PPP,पीपीपी,Public Private Partnership +PRP,पीआरपी,Professional Resource Person +SBM,एसबीएम,Swachh Bharat Mission +SDF,एसडीएफ,Social Development Framework +SEWA,सेवा,Self Employed Women’s Association +SHG BLP,एसएचजी बीएलपी,Self Help Group Bank Linkage Program +SIP,एसआईपी,Social Inclusion Plan +SLBC,एसएलबीसी,State Level Bankers' Committee +SM,एसएम,Social Mobilization +SPM,एसपीएम,State Program Manager +SVEP,एसवीईपी,StartUp Village Entrepreneurship Program +TA,टीए,Technical Assistance +TSP,टीएसपी,Tribal Sub Plan +UHN,यूएचएन,Ultra Poor Household Network +VO MIS,वीओ एमआईएस,Village Organization Management Information System +AAP,एएपी,Annual Action Plan (AAP) +OBs,ओबीएस,Office Bearers +BK,बीके,Bookkeeper +BL,बीएल,Bank Linkage +BMMU,बीएमएमयू,Block Mission Management Unit +BRLPS,बीआरएलपीएस,Bihar Rural Livelihoods Promotion Society +CA,सीए,Chartered Accountant +CBRM,सीबीआरएम,Community-Based Repayment Mechanism +CC,सीसी,Cluster Coordinator +MCLF,एमसीएलएफ,Model Cluster Level Federation +COM,सीओएम,Community Operational Manual +DCB,डीसीबी,Demand Collection Balance +DMMU,डीएमएमयू,District Mission Management Unit +EC,ईसी,Executive committee +FGD,एफजीडी,Focus group discussion +GB,जीबी,General body +GBV,जीबीवी,Gender-based violence +HR,एचआर,Human resource +ILM,आईएलएम,Interactive lecture method +LGD,एलजीडी,Local Government Directory +MCP,एमसीपी,Micro-credit Plan +MPR,एमपीआर,Monthly Progress Report +NTFP,एनटीएफपी,Non-Timber Forest Produce +OMPLIS,ओएमपीएलआईएस,Orvakal Mahila Podupu Laxmi Ikya Sangham +PRA,पीआरए,Participatory Rural Appraisal +PPA,पीपीए,Participatory Poverty Assessment +PTM,पीटीएम,Participatory Training Methodology +RBI,आरबीआई,Reserve Bank of India +RF,आरएफ,Revolving fund +RGMVP,आरजीएमवीपी,Rajiv Gandhi Mahila Vikas Pariyojana +SERP,एसईआरपी,Society for Elimination of Rural Poverty +SMMU,एसएमएमयू,State Mission Management Unit +VLF,वीएलएफ,Village-level Federation +VRF,वीआरएफ,Vulnerability reduction fund +VRP,वीआरपी,Vulnerability Reduction Plan +CCL,सीसीएल,Cash Credit Limit +VGF,वीजीएफ,Viability Gap Fund, +PAR,Portfolio at Risk \ No newline at end of file diff --git a/backend/app/cli/bench/data/sneha_instructions.txt b/backend/app/cli/bench/data/sneha_instructions.txt new file mode 100644 index 00000000..8b844ed0 --- /dev/null +++ b/backend/app/cli/bench/data/sneha_instructions.txt @@ -0,0 +1,12 @@ +You are SNEHA DIDI. You’re a chatbot respond with to queries from women located in low economic urban settlements on early childhood healthcare, pregnancy, government schemes and other related issues. The women asking questions are not educated, will send messages with typos or incomplete information. They need responses in language a 5 year old will understand, using simple and casual words, comprehensive, yet conscise - a maximum of 4-5 lines per response. + +# Rules of responding # +1) If the question is unclear, ask 1-2 clarifying questions to better understand their needs/ gather more context. For example, if the user asks any questions related to baby, ask questions like age of the baby, what they want to know etc before finding the answer. +2) **What you share must be verifiable. So strictly limit your responses to what is there in the files in your knowledge base**. If there is a supporting video link, share that as well. **Do not respond from Memory or the Internet or Hallucinate**. +3) **If you cannot find the answer in the documents, politely respond by saying** “I do not have enough information to answer your question” in romanized hindi. +4) Maintain the style of messaging the user message you with. +5) If you get emojis/ generic greeting/ acknowledgment messages in any language(like yes, thank you, ok, ji, G, hi, bye, theek hai), respond according to their message. + +# Language handling # +1) User can send messages in Hindi (Devanagari script) or Romanised Hindi (Ennglish script with transliterated or translated hindi words). If the message is in Devanagari script, strictly respond in Hindi using Devanagari script. If its in romanised Hindi, strictly use the same. If the ask in English, strictly respond in romanised Hindi. +2) Avoid using the "!" in your messages. \ No newline at end of file From bbc4453201ce8be2c5c058eab815aff54669d381 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 13:49:31 +0300 Subject: [PATCH 05/41] Add RAG Benchmark workflow - Introduced a new GitHub Actions workflow for benchmarking the RAG system. - Configured to run benchmarks on multiple services and datasets. - Includes steps for starting the server, executing benchmarks, uploading results, and cleaning up resources. - Outputs benchmark results in a structured format for easy review. --- .github/workflows/benchmark.yml | 50 +++++++++++++++++++++++++++++++++ 1 file changed, 50 insertions(+) create mode 100644 .github/workflows/benchmark.yml diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml new file mode 100644 index 00000000..7e78b26f --- /dev/null +++ b/.github/workflows/benchmark.yml @@ -0,0 +1,50 @@ +name: RAG Benchmark + +run-name: RAG Benchmark by ${{ github.actor }} + +on: + workflow_dispatch: + +jobs: + benchmark: + runs-on: ubuntu-latest + + strategy: + matrix: + service: [assistants, responses] + dataset: [kunji, sneha] + count: [2] + + steps: + - name: Checkout code + uses: actions/checkout@v4 + + - name: Start server and run benchmark + id: benchmark + run: | + # Start server in detached mode + docker compose up -d + # Wait for server to be ready + sleep 10 + # Run benchmark + docker compose exec backend uv run ai-cli bench ${{ matrix.service }} --dataset ${{ matrix.dataset }} --count ${{ matrix.count }} + # Get the latest benchmark file + LATEST_BENCH=$(ls -t bench_results_*.csv | head -n1) + echo "benchmark_file=$LATEST_BENCH" >> $GITHUB_OUTPUT + + - name: Upload benchmark results + uses: actions/upload-artifact@v4 + with: + name: bench-${{ matrix.service }}-${{ matrix.dataset }}-${{ matrix.count }}.csv + path: ${{ steps.benchmark.outputs.benchmark_file }} + + - name: Add results to job summary + run: | + echo "## Benchmark Results for ${{ matrix.service }} - ${{ matrix.dataset }}" >> $GITHUB_STEP_SUMMARY + echo "```csv" >> $GITHUB_STEP_SUMMARY + cat ${{ steps.benchmark.outputs.benchmark_file }} >> $GITHUB_STEP_SUMMARY + echo "```" >> $GITHUB_STEP_SUMMARY + + - name: Cleanup + if: always() + run: docker compose down From d85c3e16d180657a8709e27f086d1da748920175 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 14:12:04 +0300 Subject: [PATCH 06/41] Enhance benchmark workflow and CLI command - Added environment variables for API keys and credentials in the GitHub Actions benchmark workflow. - Updated the CLI benchmark command to use the LOCAL_CREDENTIALS_API_KEY from environment variables instead of a hardcoded value. - Included a step to create local credentials before running benchmarks. --- .github/workflows/benchmark.yml | 10 ++++++++++ backend/app/cli/bench/commands.py | 2 +- 2 files changed, 11 insertions(+), 1 deletion(-) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index 7e78b26f..790a2bac 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -15,6 +15,14 @@ jobs: dataset: [kunji, sneha] count: [2] + env: + OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }} + LANGFUSE_PUBLIC_KEY: ${{ secrets.LANGFUSE_PUBLIC_KEY }} + LANGFUSE_SECRET_KEY: ${{ secrets.LANGFUSE_SECRET_KEY }} + LANGFUSE_HOST: ${{ secrets.LANGFUSE_HOST }} + LOCAL_CREDENTIALS_CREATE_PAYLOAD: ${{ secrets.LOCAL_CREDENTIALS_CREATE_PAYLOAD }} + LOCAL_CREDENTIALS_API_KEY: ${{ secrets.LOCAL_CREDENTIALS_API_KEY }} + steps: - name: Checkout code uses: actions/checkout@v4 @@ -26,6 +34,8 @@ jobs: docker compose up -d # Wait for server to be ready sleep 10 + # Create local credentials + curl -X POST http://localhost:8000/api/v1/credentials -H "Content-Type: application/json" -H "X-API-KEY: ${{ env.LOCAL_CREDENTIALS_API_KEY }}" -d "${{ env.LOCAL_CREDENTIALS_CREATE_PAYLOAD }}" # Run benchmark docker compose exec backend uv run ai-cli bench ${{ matrix.service }} --dataset ${{ matrix.dataset }} --count ${{ matrix.count }} # Get the latest benchmark file diff --git a/backend/app/cli/bench/commands.py b/backend/app/cli/bench/commands.py index 95707b8d..a07cc2dd 100644 --- a/backend/app/cli/bench/commands.py +++ b/backend/app/cli/bench/commands.py @@ -18,7 +18,7 @@ HEADERS = { "accept": "application/json", - "X-API-KEY": "ApiKey No3x47A5qoIGhm0kVKjQ77dhCqEdWRIQZlEPzzzh7i8", # from seed data but must hit POST /api/v1/credentials before running this script + "X-API-KEY": os.getenv("LOCAL_CREDENTIALS_API_KEY"), "Content-Type": "application/json", } From d9e11c145b4800e008f033ed137835722e6d32b9 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 14:19:49 +0300 Subject: [PATCH 07/41] workflow with server setup and data seeding --- .github/workflows/benchmark.yml | 28 ++++++++++++++++++++++++++++ 1 file changed, 28 insertions(+) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index 790a2bac..c75971fb 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -27,6 +27,34 @@ jobs: - name: Checkout code uses: actions/checkout@v4 + - name: Setup .env + run: | + cp .env.example .env + echo "OPENAI_API_KEY=${{ env.OPENAI_API_KEY }}" >> .env + echo "LANGFUSE_PUBLIC_KEY=${{ env.LANGFUSE_PUBLIC_KEY }}" >> .env + echo "LANGFUSE_SECRET_KEY=${{ env.LANGFUSE_SECRET_KEY }}" >> .env + echo "LANGFUSE_HOST=${{ env.LANGFUSE_HOST }}" >> .env + echo "LOCAL_CREDENTIALS_CREATE_PAYLOAD=${{ env.LOCAL_CREDENTIALS_CREATE_PAYLOAD }}" >> .env + echo "LOCAL_CREDENTIALS_API_KEY=${{ env.LOCAL_CREDENTIALS_API_KEY }}" >> .env + echo "SECRET_KEY=secret123" >> .env + echo "FIRST_SUPERUSER_PASSWORD=secret123" >> .env + + - name: Run server + run: docker compose up -d + + - name: Wait for server to be ready + run: sleep 10 + + - name: Run migrations + run: docker compose exec backend uv run alembic upgrade head + + - name: Seed data + run: docker compose exec backend uv run python -m app.seed_data.seed_data + + - name: Create local credentials + run: | + curl -X POST http://localhost:8000/api/v1/credentials -H "Content-Type: application/json" -H "X-API-KEY: ${{ env.LOCAL_CREDENTIALS_API_KEY }}" -d "${{ env.LOCAL_CREDENTIALS_CREATE_PAYLOAD }}" + - name: Start server and run benchmark id: benchmark run: | From 9c7ee5e9d9db32c88cea19c8e3668ad6580c21c5 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 14:21:51 +0300 Subject: [PATCH 08/41] rm extra --- .github/workflows/benchmark.yml | 8 +------- 1 file changed, 1 insertion(+), 7 deletions(-) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index c75971fb..276c0ebd 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -55,15 +55,9 @@ jobs: run: | curl -X POST http://localhost:8000/api/v1/credentials -H "Content-Type: application/json" -H "X-API-KEY: ${{ env.LOCAL_CREDENTIALS_API_KEY }}" -d "${{ env.LOCAL_CREDENTIALS_CREATE_PAYLOAD }}" - - name: Start server and run benchmark + - name: Run benchmark id: benchmark run: | - # Start server in detached mode - docker compose up -d - # Wait for server to be ready - sleep 10 - # Create local credentials - curl -X POST http://localhost:8000/api/v1/credentials -H "Content-Type: application/json" -H "X-API-KEY: ${{ env.LOCAL_CREDENTIALS_API_KEY }}" -d "${{ env.LOCAL_CREDENTIALS_CREATE_PAYLOAD }}" # Run benchmark docker compose exec backend uv run ai-cli bench ${{ matrix.service }} --dataset ${{ matrix.dataset }} --count ${{ matrix.count }} # Get the latest benchmark file From 0aea62d95fa3d0c0bebf32536ba26b87e693fb68 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 14:24:56 +0300 Subject: [PATCH 09/41] prestart.sh takes care of this --- .github/workflows/benchmark.yml | 6 ------ 1 file changed, 6 deletions(-) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index 276c0ebd..7fd83e81 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -45,12 +45,6 @@ jobs: - name: Wait for server to be ready run: sleep 10 - - name: Run migrations - run: docker compose exec backend uv run alembic upgrade head - - - name: Seed data - run: docker compose exec backend uv run python -m app.seed_data.seed_data - - name: Create local credentials run: | curl -X POST http://localhost:8000/api/v1/credentials -H "Content-Type: application/json" -H "X-API-KEY: ${{ env.LOCAL_CREDENTIALS_API_KEY }}" -d "${{ env.LOCAL_CREDENTIALS_CREATE_PAYLOAD }}" From 1f801844ce88dae844807053fa08cded17f77a28 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 14:31:09 +0300 Subject: [PATCH 10/41] verbose logs --- .github/workflows/benchmark.yml | 11 ++++++++++- 1 file changed, 10 insertions(+), 1 deletion(-) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index 7fd83e81..2542a516 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -40,7 +40,16 @@ jobs: echo "FIRST_SUPERUSER_PASSWORD=secret123" >> .env - name: Run server - run: docker compose up -d + run: | + docker compose up -d || { + echo "=== Docker Compose Logs ===" + docker compose logs + echo "=== Prestart Container Logs ===" + docker compose logs prestart + echo "=== Backend Container Logs ===" + docker compose logs backend + exit 1 + } - name: Wait for server to be ready run: sleep 10 From b987720637f2042633a4020b7d9aeff8ff7b9b5e Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 14:36:07 +0300 Subject: [PATCH 11/41] try to get prestart failure logs --- .github/workflows/benchmark.yml | 16 +++++++--------- 1 file changed, 7 insertions(+), 9 deletions(-) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index 2542a516..a57aab91 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -41,15 +41,13 @@ jobs: - name: Run server run: | - docker compose up -d || { - echo "=== Docker Compose Logs ===" - docker compose logs - echo "=== Prestart Container Logs ===" - docker compose logs prestart - echo "=== Backend Container Logs ===" - docker compose logs backend - exit 1 - } + docker compose up -d + echo "=== Docker Compose Logs ===" + docker compose logs + echo "=== Prestart Container Logs ===" + docker compose logs prestart + echo "=== Backend Container Logs ===" + docker compose logs backend - name: Wait for server to be ready run: sleep 10 From 87674ada134f38e708e1ab70c71a2192e96af1ed Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 14:37:16 +0300 Subject: [PATCH 12/41] prestart fixes --- backend/scripts/prestart.sh | 14 +++----------- 1 file changed, 3 insertions(+), 11 deletions(-) diff --git a/backend/scripts/prestart.sh b/backend/scripts/prestart.sh index 46dc2ab6..635141b1 100644 --- a/backend/scripts/prestart.sh +++ b/backend/scripts/prestart.sh @@ -4,30 +4,22 @@ set -e set -x # Let the DB start -python app/backend_pre_start.py +uv run python app/backend_pre_start.py if [ $? -ne 0 ]; then echo 'Error: Failed to start database' exit 1 fi # Run migrations -alembic upgrade head +uv run alembic upgrade head if [ $? -ne 0 ]; then echo 'Error: Database migrations failed' exit 1 fi # Run seed data script -python -m app.seed_data.seed_data +uv run python -m app.seed_data.seed_data if [ $? -ne 0 ]; then echo 'Error: Database seeding failed' exit 1 fi - -for i in ${services[@]}; do - python $i - if [ $? -ne 0 ]; then - echo "Error: Failed to run $i" - exit 1 - fi -done From ffd8a9284750a2e2934d6d28481a631e6a7ac25b Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 14:43:24 +0300 Subject: [PATCH 13/41] failure logs as separate step --- .github/workflows/benchmark.yml | 13 +++++++------ 1 file changed, 7 insertions(+), 6 deletions(-) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index a57aab91..3e70c9b7 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -42,12 +42,13 @@ jobs: - name: Run server run: | docker compose up -d - echo "=== Docker Compose Logs ===" - docker compose logs - echo "=== Prestart Container Logs ===" - docker compose logs prestart - echo "=== Backend Container Logs ===" - docker compose logs backend + + - name: Fallback logic + if: failure() + run: | + echo "Benchmark failed. Running fallback logic.." + docker compose logs -f prestart + exit 1 - name: Wait for server to be ready run: sleep 10 From e76b2a09a01f56660b57b1c6dce5b52cb8409149 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 14:47:54 +0300 Subject: [PATCH 14/41] env vars not making way to docker --- .github/workflows/benchmark.yml | 12 ------------ docker-compose.yml | 25 +++++++++++++++++++++---- 2 files changed, 21 insertions(+), 16 deletions(-) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index 3e70c9b7..c54190e1 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -27,18 +27,6 @@ jobs: - name: Checkout code uses: actions/checkout@v4 - - name: Setup .env - run: | - cp .env.example .env - echo "OPENAI_API_KEY=${{ env.OPENAI_API_KEY }}" >> .env - echo "LANGFUSE_PUBLIC_KEY=${{ env.LANGFUSE_PUBLIC_KEY }}" >> .env - echo "LANGFUSE_SECRET_KEY=${{ env.LANGFUSE_SECRET_KEY }}" >> .env - echo "LANGFUSE_HOST=${{ env.LANGFUSE_HOST }}" >> .env - echo "LOCAL_CREDENTIALS_CREATE_PAYLOAD=${{ env.LOCAL_CREDENTIALS_CREATE_PAYLOAD }}" >> .env - echo "LOCAL_CREDENTIALS_API_KEY=${{ env.LOCAL_CREDENTIALS_API_KEY }}" >> .env - echo "SECRET_KEY=secret123" >> .env - echo "FIRST_SUPERUSER_PASSWORD=secret123" >> .env - - name: Run server run: | docker compose up -d diff --git a/docker-compose.yml b/docker-compose.yml index 2d1c39af..eab4645e 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -1,5 +1,4 @@ services: - db: image: postgres:16 restart: always @@ -43,7 +42,7 @@ services: - traefik.http.services.${STACK_NAME?Variable not set}-adminer.loadbalancer.server.port=8080 prestart: - image: '${DOCKER_IMAGE_BACKEND?Variable not set}:${TAG-latest}' + image: "${DOCKER_IMAGE_BACKEND?Variable not set}:${TAG-latest}" build: context: ./backend networks: @@ -73,9 +72,15 @@ services: - POSTGRES_USER=${POSTGRES_USER?Variable not set} - POSTGRES_PASSWORD=${POSTGRES_PASSWORD?Variable not set} - SENTRY_DSN=${SENTRY_DSN} + - OPENAI_API_KEY=${OPENAI_API_KEY} + - LANGFUSE_PUBLIC_KEY=${LANGFUSE_PUBLIC_KEY} + - LANGFUSE_SECRET_KEY=${LANGFUSE_SECRET_KEY} + - LANGFUSE_HOST=${LANGFUSE_HOST} + - LOCAL_CREDENTIALS_CREATE_PAYLOAD=${LOCAL_CREDENTIALS_CREATE_PAYLOAD} + - LOCAL_CREDENTIALS_API_KEY=${LOCAL_CREDENTIALS_API_KEY} backend: - image: '${DOCKER_IMAGE_BACKEND?Variable not set}:${TAG-latest}' + image: "${DOCKER_IMAGE_BACKEND?Variable not set}:${TAG-latest}" restart: always networks: - traefik-public @@ -105,9 +110,21 @@ services: - POSTGRES_USER=${POSTGRES_USER?Variable not set} - POSTGRES_PASSWORD=${POSTGRES_PASSWORD?Variable not set} - SENTRY_DSN=${SENTRY_DSN} + - OPENAI_API_KEY=${OPENAI_API_KEY} + - LANGFUSE_PUBLIC_KEY=${LANGFUSE_PUBLIC_KEY} + - LANGFUSE_SECRET_KEY=${LANGFUSE_SECRET_KEY} + - LANGFUSE_HOST=${LANGFUSE_HOST} + - LOCAL_CREDENTIALS_CREATE_PAYLOAD=${LOCAL_CREDENTIALS_CREATE_PAYLOAD} + - LOCAL_CREDENTIALS_API_KEY=${LOCAL_CREDENTIALS_API_KEY} healthcheck: - test: ["CMD", "curl", "-f", "http://localhost:8000/api/v1/utils/health-check/"] + test: + [ + "CMD", + "curl", + "-f", + "http://localhost:8000/api/v1/utils/health-check/", + ] interval: 10s timeout: 5s retries: 5 From 7501e61fa66d2a1a7a894d667a343ebb2e47ff46 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 14:49:41 +0300 Subject: [PATCH 15/41] cp --- .github/workflows/benchmark.yml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index c54190e1..f18a9ce6 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -27,6 +27,8 @@ jobs: - name: Checkout code uses: actions/checkout@v4 + - run: cp .env.example .env + - name: Run server run: | docker compose up -d From d3c11a3331887c6462eadea7e96419afffc23934 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 14:55:50 +0300 Subject: [PATCH 16/41] debug --- .github/workflows/benchmark.yml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index f18a9ce6..986cef8a 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -29,6 +29,8 @@ jobs: - run: cp .env.example .env + - run: echo "$LANGFUSE_HOST" + - name: Run server run: | docker compose up -d From 88b02708474bd28ffbbec5333ce59084c4ec34e6 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 14:58:07 +0300 Subject: [PATCH 17/41] set environment --- .github/workflows/benchmark.yml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index 986cef8a..b46b5d96 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -7,6 +7,8 @@ on: jobs: benchmark: + environment: main + runs-on: ubuntu-latest strategy: From 3fb44ab67ccbf1f2ce5a2d5cbb8a4c36a7e26c4b Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 15:26:30 +0300 Subject: [PATCH 18/41] debug --- backend/app/cli/bench/commands.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/backend/app/cli/bench/commands.py b/backend/app/cli/bench/commands.py index a07cc2dd..45f142ea 100644 --- a/backend/app/cli/bench/commands.py +++ b/backend/app/cli/bench/commands.py @@ -1,5 +1,6 @@ import os import csv +import json import logging import time from datetime import datetime @@ -184,6 +185,7 @@ def send_benchmark_request( if response.status_code == 200: result = response.json() + typer.echo(f"response.json(): {json.dumps(result, indent=2)}") result = result["data"] diagnostics = result["diagnostics"] return BenchItem( From e53e9a19acf40f5acfc4bdb8c81357a713e6325d Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 15:31:21 +0300 Subject: [PATCH 19/41] debug credentials creation --- .github/workflows/benchmark.yml | 5 +---- 1 file changed, 1 insertion(+), 4 deletions(-) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index b46b5d96..13dde5f9 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -44,12 +44,9 @@ jobs: docker compose logs -f prestart exit 1 - - name: Wait for server to be ready - run: sleep 10 - - name: Create local credentials run: | - curl -X POST http://localhost:8000/api/v1/credentials -H "Content-Type: application/json" -H "X-API-KEY: ${{ env.LOCAL_CREDENTIALS_API_KEY }}" -d "${{ env.LOCAL_CREDENTIALS_CREATE_PAYLOAD }}" + curl -X POST http://localhost:8000/api/v1/credentials -H "Content-Type: application/json" -H "X-API-KEY: ${{ env.LOCAL_CREDENTIALS_API_KEY }}" -d "${{ env.LOCAL_CREDENTIALS_CREATE_PAYLOAD }}" -v - name: Run benchmark id: benchmark From f93343a43ee189625021da6136b6385f47bd65ac Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 15:34:35 +0300 Subject: [PATCH 20/41] add sleep --- .github/workflows/benchmark.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index 13dde5f9..b6ffd3c5 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -36,6 +36,7 @@ jobs: - name: Run server run: | docker compose up -d + sleep 20 - name: Fallback logic if: failure() From 7fa48eeebf16513e8d5c4336adcdb81cfb595a4e Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 15:45:19 +0300 Subject: [PATCH 21/41] inline project key --- .github/workflows/benchmark.yml | 16 ++++++++++++++-- 1 file changed, 14 insertions(+), 2 deletions(-) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index b6ffd3c5..15531685 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -22,7 +22,7 @@ jobs: LANGFUSE_PUBLIC_KEY: ${{ secrets.LANGFUSE_PUBLIC_KEY }} LANGFUSE_SECRET_KEY: ${{ secrets.LANGFUSE_SECRET_KEY }} LANGFUSE_HOST: ${{ secrets.LANGFUSE_HOST }} - LOCAL_CREDENTIALS_CREATE_PAYLOAD: ${{ secrets.LOCAL_CREDENTIALS_CREATE_PAYLOAD }} + LOCAL_CREDENTIALS_ORG_OPENAI_API_KEY: ${{ secrets.LOCAL_CREDENTIALS_ORG_OPENAI_API_KEY }} LOCAL_CREDENTIALS_API_KEY: ${{ secrets.LOCAL_CREDENTIALS_API_KEY }} steps: @@ -47,7 +47,19 @@ jobs: - name: Create local credentials run: | - curl -X POST http://localhost:8000/api/v1/credentials -H "Content-Type: application/json" -H "X-API-KEY: ${{ env.LOCAL_CREDENTIALS_API_KEY }}" -d "${{ env.LOCAL_CREDENTIALS_CREATE_PAYLOAD }}" -v + curl -X POST "http://localhost:8000/api/v1/credentials/" \ + -H "Content-Type: application/json" \ + -H "X-API-KEY: ${{ env.LOCAL_CREDENTIALS_ORG_OPENAI_API_KEY }}" \ + -d '{ + "organization_id": 1, + "project_id": 1, + "is_active": true, + "credential": { + "openai": { + "api_key": "${{ env.LOCAL_CREDENTIALS_ORG_OPENAI_API_KEY }}" + } + } + }' - name: Run benchmark id: benchmark From f6418922f42c297ebe9ae840ca4993524ae7d769 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 15:53:17 +0300 Subject: [PATCH 22/41] debug --- .github/workflows/benchmark.yml | 2 -- backend/app/crud/api_key.py | 1 + 2 files changed, 1 insertion(+), 2 deletions(-) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index 15531685..ab46490d 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -31,8 +31,6 @@ jobs: - run: cp .env.example .env - - run: echo "$LANGFUSE_HOST" - - name: Run server run: | docker compose up -d diff --git a/backend/app/crud/api_key.py b/backend/app/crud/api_key.py index 10a89885..ef06cd47 100644 --- a/backend/app/crud/api_key.py +++ b/backend/app/crud/api_key.py @@ -125,6 +125,7 @@ def get_api_key_by_value(session: Session, api_key_value: str) -> APIKeyPublic | """ # Get all active API keys api_keys = session.exec(select(APIKey).where(APIKey.is_deleted == False)).all() + print(f"api_keys: {api_keys}") for api_key in api_keys: decrypted_key = decrypt_api_key(api_key.key) From 651fa485e2bd252d5636e05f17f22d3ec4f69efd Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 17:30:49 +0300 Subject: [PATCH 23/41] one shot --- docker-compose.yml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docker-compose.yml b/docker-compose.yml index eab4645e..ca9bf8e6 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -76,7 +76,7 @@ services: - LANGFUSE_PUBLIC_KEY=${LANGFUSE_PUBLIC_KEY} - LANGFUSE_SECRET_KEY=${LANGFUSE_SECRET_KEY} - LANGFUSE_HOST=${LANGFUSE_HOST} - - LOCAL_CREDENTIALS_CREATE_PAYLOAD=${LOCAL_CREDENTIALS_CREATE_PAYLOAD} + - LOCAL_CREDENTIALS_ORG_OPENAI_API_KEY=${LOCAL_CREDENTIALS_ORG_OPENAI_API_KEY} - LOCAL_CREDENTIALS_API_KEY=${LOCAL_CREDENTIALS_API_KEY} backend: @@ -114,7 +114,7 @@ services: - LANGFUSE_PUBLIC_KEY=${LANGFUSE_PUBLIC_KEY} - LANGFUSE_SECRET_KEY=${LANGFUSE_SECRET_KEY} - LANGFUSE_HOST=${LANGFUSE_HOST} - - LOCAL_CREDENTIALS_CREATE_PAYLOAD=${LOCAL_CREDENTIALS_CREATE_PAYLOAD} + - LOCAL_CREDENTIALS_ORG_OPENAI_API_KEY=${LOCAL_CREDENTIALS_ORG_OPENAI_API_KEY} - LOCAL_CREDENTIALS_API_KEY=${LOCAL_CREDENTIALS_API_KEY} healthcheck: From 5357fb4c450d4e6087fdbf66adbc02b05efe9bdd Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 17:36:14 +0300 Subject: [PATCH 24/41] backend logs on failure --- .github/workflows/benchmark.yml | 9 +++++++-- 1 file changed, 7 insertions(+), 2 deletions(-) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index ab46490d..bd2c3988 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -36,10 +36,9 @@ jobs: docker compose up -d sleep 20 - - name: Fallback logic + - name: prestart logs on failure if: failure() run: | - echo "Benchmark failed. Running fallback logic.." docker compose logs -f prestart exit 1 @@ -68,6 +67,12 @@ jobs: LATEST_BENCH=$(ls -t bench_results_*.csv | head -n1) echo "benchmark_file=$LATEST_BENCH" >> $GITHUB_OUTPUT + - name: backend logs on failure + if: failure() + run: | + docker compose logs -f backend + exit 1 + - name: Upload benchmark results uses: actions/upload-artifact@v4 with: From 0bd2aaf66399e9156a773bebbef90fd894d2e0e1 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 17:39:04 +0300 Subject: [PATCH 25/41] more debug --- backend/app/crud/api_key.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/backend/app/crud/api_key.py b/backend/app/crud/api_key.py index ef06cd47..7d8487a9 100644 --- a/backend/app/crud/api_key.py +++ b/backend/app/crud/api_key.py @@ -125,7 +125,7 @@ def get_api_key_by_value(session: Session, api_key_value: str) -> APIKeyPublic | """ # Get all active API keys api_keys = session.exec(select(APIKey).where(APIKey.is_deleted == False)).all() - print(f"api_keys: {api_keys}") + print(f"api_keys: {api_keys}, api_key_value: {api_key_value}") for api_key in api_keys: decrypted_key = decrypt_api_key(api_key.key) From fa3ff46927c42ac6e4da90903570023455f919ae Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 17:41:32 +0300 Subject: [PATCH 26/41] debug --- backend/app/crud/api_key.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/backend/app/crud/api_key.py b/backend/app/crud/api_key.py index 7d8487a9..886c957f 100644 --- a/backend/app/crud/api_key.py +++ b/backend/app/crud/api_key.py @@ -125,10 +125,11 @@ def get_api_key_by_value(session: Session, api_key_value: str) -> APIKeyPublic | """ # Get all active API keys api_keys = session.exec(select(APIKey).where(APIKey.is_deleted == False)).all() - print(f"api_keys: {api_keys}, api_key_value: {api_key_value}") + print(f"api_keys: {api_keys}, api_key_value: {api_key_value[:10]}") for api_key in api_keys: decrypted_key = decrypt_api_key(api_key.key) + print(f"decrypted_key: {decrypted_key}, api_key_value: {api_key_value[:10]}") if api_key_value == decrypted_key: api_key_dict = api_key.model_dump() From 9bb69228fabbc3ec7b7e0b28edfc6bb7ab8aa7c2 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 17:46:31 +0300 Subject: [PATCH 27/41] mo debug --- backend/app/crud/api_key.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/backend/app/crud/api_key.py b/backend/app/crud/api_key.py index 886c957f..5411162e 100644 --- a/backend/app/crud/api_key.py +++ b/backend/app/crud/api_key.py @@ -125,11 +125,12 @@ def get_api_key_by_value(session: Session, api_key_value: str) -> APIKeyPublic | """ # Get all active API keys api_keys = session.exec(select(APIKey).where(APIKey.is_deleted == False)).all() - print(f"api_keys: {api_keys}, api_key_value: {api_key_value[:10]}") for api_key in api_keys: decrypted_key = decrypt_api_key(api_key.key) - print(f"decrypted_key: {decrypted_key}, api_key_value: {api_key_value[:10]}") + print( + f"d_start: {decrypted_key[:10]}, d_end: {decrypted_key[-10:]}, start: {api_key_value[:10]}, end: {api_key_value[-10:]}" + ) if api_key_value == decrypted_key: api_key_dict = api_key.model_dump() From 8f34120f88bd2960ae2ad575d24e713e799733a3 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 17:47:48 +0300 Subject: [PATCH 28/41] timeout minutes --- .github/workflows/benchmark.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index bd2c3988..ba978ec9 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -69,6 +69,7 @@ jobs: - name: backend logs on failure if: failure() + timeout-minutes: 2 run: | docker compose logs -f backend exit 1 From ef0b57890d7e2802ddc4a1667c82ecc62c018315 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 17:51:17 +0300 Subject: [PATCH 29/41] debug --- backend/app/crud/api_key.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/backend/app/crud/api_key.py b/backend/app/crud/api_key.py index 5411162e..d9f6db25 100644 --- a/backend/app/crud/api_key.py +++ b/backend/app/crud/api_key.py @@ -129,13 +129,16 @@ def get_api_key_by_value(session: Session, api_key_value: str) -> APIKeyPublic | for api_key in api_keys: decrypted_key = decrypt_api_key(api_key.key) print( - f"d_start: {decrypted_key[:10]}, d_end: {decrypted_key[-10:]}, start: {api_key_value[:10]}, end: {api_key_value[-10:]}" + f"d_start: {decrypted_key[:10]}, d_end: {decrypted_key[-10:]}, start: {api_key_value[:10]}, end: {api_key_value[-10:]}, compare: {decrypted_key == api_key_value}" ) if api_key_value == decrypted_key: api_key_dict = api_key.model_dump() api_key_dict["key"] = decrypted_key + print( + f"APIKeyPublic.model_validate(api_key_dict): {APIKeyPublic.model_validate(api_key_dict)}" + ) return APIKeyPublic.model_validate(api_key_dict) return None From 2694151940cbaf411190d94d330081d3ae49a6f5 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 17:57:42 +0300 Subject: [PATCH 30/41] debug --- backend/app/api/deps.py | 2 ++ backend/app/crud/api_key.py | 6 ------ 2 files changed, 2 insertions(+), 6 deletions(-) diff --git a/backend/app/api/deps.py b/backend/app/api/deps.py index f14aa660..fe322f3f 100644 --- a/backend/app/api/deps.py +++ b/backend/app/api/deps.py @@ -47,8 +47,10 @@ def get_current_user( ) -> User: """Authenticate user via API Key first, fallback to JWT token. Returns only User.""" + print(f"api_key: {api_key}") if api_key: api_key_record = get_api_key_by_value(session, api_key) + print(f"api_key_record: {api_key_record}") if not api_key_record: raise HTTPException(status_code=401, detail="Invalid API Key") diff --git a/backend/app/crud/api_key.py b/backend/app/crud/api_key.py index d9f6db25..10a89885 100644 --- a/backend/app/crud/api_key.py +++ b/backend/app/crud/api_key.py @@ -128,17 +128,11 @@ def get_api_key_by_value(session: Session, api_key_value: str) -> APIKeyPublic | for api_key in api_keys: decrypted_key = decrypt_api_key(api_key.key) - print( - f"d_start: {decrypted_key[:10]}, d_end: {decrypted_key[-10:]}, start: {api_key_value[:10]}, end: {api_key_value[-10:]}, compare: {decrypted_key == api_key_value}" - ) if api_key_value == decrypted_key: api_key_dict = api_key.model_dump() api_key_dict["key"] = decrypted_key - print( - f"APIKeyPublic.model_validate(api_key_dict): {APIKeyPublic.model_validate(api_key_dict)}" - ) return APIKeyPublic.model_validate(api_key_dict) return None From cbfc8c46dc25fbc05cdca3655aa81152d85d459a Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 18:25:01 +0300 Subject: [PATCH 31/41] debug --- .github/workflows/benchmark.yml | 8 +++++++- README.md | 4 ++-- backend/app/api/deps.py | 2 -- docker-compose.yml | 8 +------- 4 files changed, 10 insertions(+), 12 deletions(-) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index ba978ec9..cfe41870 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -29,7 +29,13 @@ jobs: - name: Checkout code uses: actions/checkout@v4 - - run: cp .env.example .env + - run: | + cp .env.example .env + + - name: Update .env file + run: | + sed -i 's/changethis/secret123/g' .env + sed -i 's/changeme/secret123/g' .env - name: Run server run: | diff --git a/README.md b/README.md index 7589d578..0dab99f1 100644 --- a/README.md +++ b/README.md @@ -58,13 +58,13 @@ docker compose watch This should start all necessary services for the project and will also mount file system as volume for easy development. -You verify backend running by doing health-check +You verify backend running by doing a health check ```bash curl http://[your-domain]:8000/api/v1/utils/health/ ``` -or by visiting: http://[your-domain]:8000/api/v1/utils/health-check/ in the browser +or by visiting: http://[your-domain]:8000/api/v1/utils/health/ in the browser ## Backend Development diff --git a/backend/app/api/deps.py b/backend/app/api/deps.py index fe322f3f..f14aa660 100644 --- a/backend/app/api/deps.py +++ b/backend/app/api/deps.py @@ -47,10 +47,8 @@ def get_current_user( ) -> User: """Authenticate user via API Key first, fallback to JWT token. Returns only User.""" - print(f"api_key: {api_key}") if api_key: api_key_record = get_api_key_by_value(session, api_key) - print(f"api_key_record: {api_key_record}") if not api_key_record: raise HTTPException(status_code=401, detail="Invalid API Key") diff --git a/docker-compose.yml b/docker-compose.yml index ca9bf8e6..bf1cc10c 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -118,13 +118,7 @@ services: - LOCAL_CREDENTIALS_API_KEY=${LOCAL_CREDENTIALS_API_KEY} healthcheck: - test: - [ - "CMD", - "curl", - "-f", - "http://localhost:8000/api/v1/utils/health-check/", - ] + test: ["CMD", "curl", "-f", "http://localhost:8000/api/v1/utils/health/"] interval: 10s timeout: 5s retries: 5 From 38193e11a0a68e80f45e20bab2b9f7eb541d3d62 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 18:28:59 +0300 Subject: [PATCH 32/41] :facepalm: --- .github/workflows/benchmark.yml | 6 +----- 1 file changed, 1 insertion(+), 5 deletions(-) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index cfe41870..d9b6e222 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -31,11 +31,7 @@ jobs: - run: | cp .env.example .env - - - name: Update .env file - run: | sed -i 's/changethis/secret123/g' .env - sed -i 's/changeme/secret123/g' .env - name: Run server run: | @@ -52,7 +48,7 @@ jobs: run: | curl -X POST "http://localhost:8000/api/v1/credentials/" \ -H "Content-Type: application/json" \ - -H "X-API-KEY: ${{ env.LOCAL_CREDENTIALS_ORG_OPENAI_API_KEY }}" \ + -H "X-API-KEY: ${{ env.LOCAL_CREDENTIALS_API_KEY }}" \ -d '{ "organization_id": 1, "project_id": 1, From c58ff68eb662b72d2f287469c9d376417956a1c5 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 18:51:11 +0300 Subject: [PATCH 33/41] patch artifact upload --- .github/workflows/benchmark.yml | 13 +++---------- 1 file changed, 3 insertions(+), 10 deletions(-) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index d9b6e222..62eed9cd 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -15,7 +15,7 @@ jobs: matrix: service: [assistants, responses] dataset: [kunji, sneha] - count: [2] + count: [10] env: OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }} @@ -67,7 +67,7 @@ jobs: docker compose exec backend uv run ai-cli bench ${{ matrix.service }} --dataset ${{ matrix.dataset }} --count ${{ matrix.count }} # Get the latest benchmark file LATEST_BENCH=$(ls -t bench_results_*.csv | head -n1) - echo "benchmark_file=$LATEST_BENCH" >> $GITHUB_OUTPUT + cp $LATEST_BENCH bench-${{ matrix.service }}-${{ matrix.dataset }}-${{ matrix.count }}.csv - name: backend logs on failure if: failure() @@ -80,14 +80,7 @@ jobs: uses: actions/upload-artifact@v4 with: name: bench-${{ matrix.service }}-${{ matrix.dataset }}-${{ matrix.count }}.csv - path: ${{ steps.benchmark.outputs.benchmark_file }} - - - name: Add results to job summary - run: | - echo "## Benchmark Results for ${{ matrix.service }} - ${{ matrix.dataset }}" >> $GITHUB_STEP_SUMMARY - echo "```csv" >> $GITHUB_STEP_SUMMARY - cat ${{ steps.benchmark.outputs.benchmark_file }} >> $GITHUB_STEP_SUMMARY - echo "```" >> $GITHUB_STEP_SUMMARY + path: bench-${{ matrix.service }}-${{ matrix.dataset }}-${{ matrix.count }}.csv - name: Cleanup if: always() From bbfe1efe73421cebc67847b0f17c254e3c8ba041 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 18:59:51 +0300 Subject: [PATCH 34/41] copy artifact from docker to runner --- .github/workflows/benchmark.yml | 5 ++--- backend/app/cli/bench/commands.py | 1 - 2 files changed, 2 insertions(+), 4 deletions(-) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index 62eed9cd..66dfbd71 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -61,13 +61,12 @@ jobs: }' - name: Run benchmark - id: benchmark run: | - # Run benchmark docker compose exec backend uv run ai-cli bench ${{ matrix.service }} --dataset ${{ matrix.dataset }} --count ${{ matrix.count }} - # Get the latest benchmark file + docker compose cp backend:/app/bench_results_*.csv ./ LATEST_BENCH=$(ls -t bench_results_*.csv | head -n1) cp $LATEST_BENCH bench-${{ matrix.service }}-${{ matrix.dataset }}-${{ matrix.count }}.csv + ls -l bench-${{ matrix.service }}-${{ matrix.dataset }}-${{ matrix.count }}.csv - name: backend logs on failure if: failure() diff --git a/backend/app/cli/bench/commands.py b/backend/app/cli/bench/commands.py index 45f142ea..918a9f5c 100644 --- a/backend/app/cli/bench/commands.py +++ b/backend/app/cli/bench/commands.py @@ -185,7 +185,6 @@ def send_benchmark_request( if response.status_code == 200: result = response.json() - typer.echo(f"response.json(): {json.dumps(result, indent=2)}") result = result["data"] diagnostics = result["diagnostics"] return BenchItem( From f2543db9c57b5850b67df8725b5b8f443cf0b222 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 19:11:30 +0300 Subject: [PATCH 35/41] fix docker file cp & linter --- .github/workflows/benchmark.yml | 13 +++---- .../bench/data/glific_kunji_test_queries.csv | 6 ++-- .../app/cli/bench/data/kunji_instructions.txt | 28 +++++++-------- backend/app/cli/bench/data/sneha_goldens.csv | 34 +++++++++---------- .../app/cli/bench/data/sneha_instructions.txt | 2 +- backend/app/cli/main.py | 2 +- 6 files changed, 43 insertions(+), 42 deletions(-) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index 66dfbd71..dd018760 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -15,7 +15,7 @@ jobs: matrix: service: [assistants, responses] dataset: [kunji, sneha] - count: [10] + count: [3] env: OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }} @@ -36,7 +36,6 @@ jobs: - name: Run server run: | docker compose up -d - sleep 20 - name: prestart logs on failure if: failure() @@ -63,14 +62,16 @@ jobs: - name: Run benchmark run: | docker compose exec backend uv run ai-cli bench ${{ matrix.service }} --dataset ${{ matrix.dataset }} --count ${{ matrix.count }} - docker compose cp backend:/app/bench_results_*.csv ./ - LATEST_BENCH=$(ls -t bench_results_*.csv | head -n1) - cp $LATEST_BENCH bench-${{ matrix.service }}-${{ matrix.dataset }}-${{ matrix.count }}.csv + # Find latest benchmark file inside container first + CONTAINER_LATEST=$(docker compose exec backend sh -c "ls -t bench_results_*.csv | head -n1") + # Copy the specific file out + docker compose cp backend:/app/$CONTAINER_LATEST ./ + cp $CONTAINER_LATEST bench-${{ matrix.service }}-${{ matrix.dataset }}-${{ matrix.count }}.csv ls -l bench-${{ matrix.service }}-${{ matrix.dataset }}-${{ matrix.count }}.csv - name: backend logs on failure if: failure() - timeout-minutes: 2 + timeout-minutes: 1 run: | docker compose logs -f backend exit 1 diff --git a/backend/app/cli/bench/data/glific_kunji_test_queries.csv b/backend/app/cli/bench/data/glific_kunji_test_queries.csv index 3e82cb49..4848d3e4 100644 --- a/backend/app/cli/bench/data/glific_kunji_test_queries.csv +++ b/backend/app/cli/bench/data/glific_kunji_test_queries.csv @@ -10,7 +10,7 @@ Key,prompt_id,prompt_text 9,03a4a6c3cf8b942746fd91036fdd3584,What is NRETP? 10,df0b7c6646694f67ace76e2ab5232836,Summarise Financial inclusion guidelines 11,7b09fce2e8dfab6090032c281ea7471f,How clear and accurate were the answers I (Kunji) provided? -12,4908344b7813a18d666a687f23328048,"What IS FINANCIAL SYSTEMS OF +12,4908344b7813a18d666a687f23328048,"What IS FINANCIAL SYSTEMS OF FEDERATION" 13,af5a953be2099d722acc553faecefc32,Why CMTC is needed? 14,1896ec70b513e1d732abb4de073cad67,How are households categorized for Lakhpati Didi under NRLM? @@ -2629,7 +2629,7 @@ Income kya hai ?" 2615,dc3a7311784930ca43c0843320f3dee7,What is the criteria for CMTC 2616,bc0464bf6c5da84920098e68f8e6f607,Dual authentication ka Process kya hai 2617,9521143848f8589703530a9d686bdd36,सीएलएफ प्रबंधक की मुख्य भूमिकाएँ और जिम्मेदारियाँ ? -2618,4908344b7813a18d666a687f23328048,"What IS FINANCIAL SYSTEMS OF +2618,4908344b7813a18d666a687f23328048,"What IS FINANCIAL SYSTEMS OF FEDERATION" 2619,060db2198883d834d587908f7aa0dda7,Clf mein kitne staff hote h ? 2620,d80376f589dbee8da41869038afb7b85,What documents are required to make an AAP of CLF? @@ -3076,4 +3076,4 @@ FEDERATION" 3061,14eb1c4791d64049cd8f3093e5ba27a6,आय और प्रवाह के बीच क्या अंतर है? 3062,5fb7303e33cc7a5e0c3aae84e723ffa0,What is a PG? What is a FIG? What does DAY-NRLM say about them? 3063,bb9dfbf369b9d745876737c277a38aad,CLF staff me cluster manager ki salary kitni hoti hai -3064,c025a7bddd9377c38d48b3782239f61f,Please explain video audit process \ No newline at end of file +3064,c025a7bddd9377c38d48b3782239f61f,Please explain video audit process diff --git a/backend/app/cli/bench/data/kunji_instructions.txt b/backend/app/cli/bench/data/kunji_instructions.txt index 649266a5..fb7842ea 100644 --- a/backend/app/cli/bench/data/kunji_instructions.txt +++ b/backend/app/cli/bench/data/kunji_instructions.txt @@ -8,8 +8,8 @@ You provide only **quotable, verifiable information** directly from the document --- ### 1. **Language Handling** -Every user message will contain this phrase: -> **“Preferred language:”** followed by either **English** or **Hindi**. +Every user message will contain this phrase: +> **“Preferred language:”** followed by either **English** or **Hindi**. You must respond in that language **every time**. #### A. If Preferred Language is **English**: @@ -31,25 +31,25 @@ You must respond in that language **every time**. - Always **search the latest version first**, then fallback to older versions only if needed. - Every answer must include: -#### ✅ A. **Policy Source** +#### ✅ A. **Policy Source** > - Use the document’s **filename** where the answer was retrieved from. -#### ✅ B. **Reference Link** +#### ✅ B. **Reference Link** Once the answer is retrieved, without fail, **scan the file 'listoffilesandpaths .md' for the file link against the file name and Return this link without fail in the answer**. Ensure this happens for both questions in English and Hindi --- ### ✅ Sample Answer -**CLF (Cluster Level Federation)** एक संगठनात्मक ढांचा है जो गांवों के समूह में सभी प्राथमिक स्तर की संघों (PrLFs) को एकत्र करता है। इसका उद्देश्य सामूहिक क्रियाओं को बढ़ावा देना, बाजारों और स्थानीय संस्थानों तक पहुंच को बढ़ाना, और वित्तीय मध्यस्थता को आसान बनाना है। +**CLF (Cluster Level Federation)** एक संगठनात्मक ढांचा है जो गांवों के समूह में सभी प्राथमिक स्तर की संघों (PrLFs) को एकत्र करता है। इसका उद्देश्य सामूहिक क्रियाओं को बढ़ावा देना, बाजारों और स्थानीय संस्थानों तक पहुंच को बढ़ाना, और वित्तीय मध्यस्थता को आसान बनाना है। **मुख्य कार्य:** -- सभी गरीबों को SHGs में शामिल करना -- PrLF गतिविधियों की समीक्षा और समर्थन करना -- SHGs के लिए वित्तीय सहायता प्रदान करना -- सामुदायिक विकास और सामाजिक सुरक्षा योजनाओं का कार्यान्वयन -CLF का ढांचा आमतौर पर 15-30 PrLFs का होता है और यह स्थानीय स्तर पर सामुदायिक विकास में महत्वपूर्ण भूमिका निभाता है। -**Policy Source:** Community Operational Manual -**Reference Link:** https://drive.google.com/file/d/1A1VZen5CgHNp1saXFm6UyFaDyC3XPAq9/view?usp=drivesdk +- सभी गरीबों को SHGs में शामिल करना +- PrLF गतिविधियों की समीक्षा और समर्थन करना +- SHGs के लिए वित्तीय सहायता प्रदान करना +- सामुदायिक विकास और सामाजिक सुरक्षा योजनाओं का कार्यान्वयन +CLF का ढांचा आमतौर पर 15-30 PrLFs का होता है और यह स्थानीय स्तर पर सामुदायिक विकास में महत्वपूर्ण भूमिका निभाता है। +**Policy Source:** Community Operational Manual +**Reference Link:** https://drive.google.com/file/d/1A1VZen5CgHNp1saXFm6UyFaDyC3XPAq9/view?usp=drivesdk --- ### 3. **Handling Ambiguity** @@ -59,7 +59,7 @@ CLF का ढांचा आमतौर पर 15-30 PrLFs का होत ### 4. **Common Acronyms List (Quick Reference)** -> Use this section only as a **shortcut for recognizing or guessing frequent terms or phonetic errors**. All final acronym expansions must be verified in `acronym.md`. +> Use this section only as a **shortcut for recognizing or guessing frequent terms or phonetic errors**. All final acronym expansions must be verified in `acronym.md`. AEWs,एईडब्ल्यू,Agriculture Extension Workers ASHA,आशा,Accredited Social Health Activist BPL,बीपीएल,Below Poverty Line @@ -181,4 +181,4 @@ VRF,वीआरएफ,Vulnerability reduction fund VRP,वीआरपी,Vulnerability Reduction Plan CCL,सीसीएल,Cash Credit Limit VGF,वीजीएफ,Viability Gap Fund, -PAR,Portfolio at Risk \ No newline at end of file +PAR,Portfolio at Risk diff --git a/backend/app/cli/bench/data/sneha_goldens.csv b/backend/app/cli/bench/data/sneha_goldens.csv index 43010f62..629d984b 100644 --- a/backend/app/cli/bench/data/sneha_goldens.csv +++ b/backend/app/cli/bench/data/sneha_goldens.csv @@ -248,27 +248,27 @@ Uptake of services,When can I insert copper T,"Family Planning When can I insert copper T" Breastfeeding (early initiation and exclusive),For how long should I feed milk to the baby,"1.For how long should I feed milk to the baby 2.At what time interval should I feed the baby -3.Is it ok to give water +3.Is it ok to give water 4.Can food items be given 5.I dont get milk/There is pain around the area" Breastfeeding (early initiation and exclusive),At what time interval should I feed the baby,"1.For how long should I feed milk to the baby 2.At what time interval should I feed the baby -3.Is it ok to give water +3.Is it ok to give water 4.Can food items be given 5.I dont get milk/There is pain around the area" Breastfeeding (early initiation and exclusive),Is it ok to give water,"1.For how long should I feed milk to the baby 2.At what time interval should I feed the baby -3.Is it ok to give water +3.Is it ok to give water 4.Can food items be given 5.I dont get milk/There is pain around the area" Breastfeeding (early initiation and exclusive),Can food items be given,"1.For how long should I feed milk to the baby 2.At what time interval should I feed the baby -3.Is it ok to give water +3.Is it ok to give water 4.Can food items be given 5.I dont get milk/There is pain around the area" Breastfeeding (early initiation and exclusive),I dont get milk/There is pain around the area,"1.For how long should I feed milk to the baby 2.At what time interval should I feed the baby -3.Is it ok to give water +3.Is it ok to give water 4.Can food items be given 5.I dont get milk/There is pain around the area" Immunisation,When is the 1st immunisation given also month wise,"1.When is the 1st immunisation given also month wise @@ -276,7 +276,7 @@ Immunisation,When is the 1st immunisation given also month wise,"1.When is the 1 3.Why do baby get fever after immunisation/what can be done in this case 4.Why there is lumb/swelling and redness after immunisation/what can be done in this case 5.I have missed the immunisation as per the scheduled date, can i take it now -6.What are its side effects +6.What are its side effects 7.How many vaccines should be given 8.When is the last vaccine given" Immunisation,"Why is immusication is required, no family members are immunised","1.When is the 1st immunisation given also month wise @@ -284,7 +284,7 @@ Immunisation,"Why is immusication is required, no family members are immunised", 3.Why do baby get fever after immunisation/what can be done in this case 4.Why there is lumb/swelling and redness after immunisation/what can be done in this case 5.I have missed the immunisation as per the scheduled date, can i take it now -6.What are its side effects +6.What are its side effects 7.How many vaccines should be given 8.When is the last vaccine given" Immunisation,Why do baby get fever after immunisation/what can be done in this case,"1.When is the 1st immunisation given also month wise @@ -292,7 +292,7 @@ Immunisation,Why do baby get fever after immunisation/what can be done in this c 3.Why do baby get fever after immunisation/what can be done in this case 4.Why there is lumb/swelling and redness after immunisation/what can be done in this case 5.I have missed the immunisation as per the scheduled date, can i take it now -6.What are its side effects +6.What are its side effects 7.How many vaccines should be given 8.When is the last vaccine given" Immunisation,Why there is lumb/swelling and redness after immunisation/what can be done in this case,"1.When is the 1st immunisation given also month wise @@ -300,7 +300,7 @@ Immunisation,Why there is lumb/swelling and redness after immunisation/what can 3.Why do baby get fever after immunisation/what can be done in this case 4.Why there is lumb/swelling and redness after immunisation/what can be done in this case 5.I have missed the immunisation as per the scheduled date, can i take it now -6.What are its side effects +6.What are its side effects 7.How many vaccines should be given 8.When is the last vaccine given" Immunisation,"I have missed the immunisation as per the scheduled date, can i take it now","1.When is the 1st immunisation given also month wise @@ -308,7 +308,7 @@ Immunisation,"I have missed the immunisation as per the scheduled date, can i ta 3.Why do baby get fever after immunisation/what can be done in this case 4.Why there is lumb/swelling and redness after immunisation/what can be done in this case 5.I have missed the immunisation as per the scheduled date, can i take it now -6.What are its side effects +6.What are its side effects 7.How many vaccines should be given 8.When is the last vaccine given" Immunisation,What are its side effects,"1.When is the 1st immunisation given also month wise @@ -316,7 +316,7 @@ Immunisation,What are its side effects,"1.When is the 1st immunisation given als 3.Why do baby get fever after immunisation/what can be done in this case 4.Why there is lumb/swelling and redness after immunisation/what can be done in this case 5.I have missed the immunisation as per the scheduled date, can i take it now -6.What are its side effects +6.What are its side effects 7.How many vaccines should be given 8.When is the last vaccine given" Immunisation,How many vaccines should be given,"1.When is the 1st immunisation given also month wise @@ -324,7 +324,7 @@ Immunisation,How many vaccines should be given,"1.When is the 1st immunisation g 3.Why do baby get fever after immunisation/what can be done in this case 4.Why there is lumb/swelling and redness after immunisation/what can be done in this case 5.I have missed the immunisation as per the scheduled date, can i take it now -6.What are its side effects +6.What are its side effects 7.How many vaccines should be given 8.When is the last vaccine given" Immunisation,When is the last vaccine given,"1.When is the 1st immunisation given also month wise @@ -332,7 +332,7 @@ Immunisation,When is the last vaccine given,"1.When is the 1st immunisation give 3.Why do baby get fever after immunisation/what can be done in this case 4.Why there is lumb/swelling and redness after immunisation/what can be done in this case 5.I have missed the immunisation as per the scheduled date, can i take it now -6.What are its side effects +6.What are its side effects 7.How many vaccines should be given 8.When is the last vaccine given" Check weight of Baby (early identification of low birth weight babies / Anthropometry,The weight of my baby is less as compared to ideal weight what should be done,"1.The weight of my baby is less as compared to ideal weight what should be done @@ -351,19 +351,19 @@ Check weight of Baby (early identification of low birth weight babies / Anthropo 2.What should be given to increase the weight of the baby 3.Does the weight decrease due to the illness of the baby 4.Can we check the weight in Anganwadi" -Child care,How do I massage my baby,"1.How do I massage my baby +Child care,How do I massage my baby,"1.How do I massage my baby 2.Types of clothes for the baby 3.Should we use diaper 4.Why my baby keeps crying" -Child care,Types of clothes for the baby,"1.How do I massage my baby +Child care,Types of clothes for the baby,"1.How do I massage my baby 2.Types of clothes for the baby 3.Should we use diaper 4.Why my baby keeps crying" -Child care,Should we use diaper,"1.How do I massage my baby +Child care,Should we use diaper,"1.How do I massage my baby 2.Types of clothes for the baby 3.Should we use diaper 4.Why my baby keeps crying" -Child care,Why my baby keeps crying,"1.How do I massage my baby +Child care,Why my baby keeps crying,"1.How do I massage my baby 2.Types of clothes for the baby 3.Should we use diaper 4.Why my baby keeps crying" diff --git a/backend/app/cli/bench/data/sneha_instructions.txt b/backend/app/cli/bench/data/sneha_instructions.txt index 8b844ed0..abc09e3e 100644 --- a/backend/app/cli/bench/data/sneha_instructions.txt +++ b/backend/app/cli/bench/data/sneha_instructions.txt @@ -9,4 +9,4 @@ You are SNEHA DIDI. You’re a chatbot respond with to queries from women locate # Language handling # 1) User can send messages in Hindi (Devanagari script) or Romanised Hindi (Ennglish script with transliterated or translated hindi words). If the message is in Devanagari script, strictly respond in Hindi using Devanagari script. If its in romanised Hindi, strictly use the same. If the ask in English, strictly respond in romanised Hindi. -2) Avoid using the "!" in your messages. \ No newline at end of file +2) Avoid using the "!" in your messages. diff --git a/backend/app/cli/main.py b/backend/app/cli/main.py index d8d893a6..dcca51f0 100644 --- a/backend/app/cli/main.py +++ b/backend/app/cli/main.py @@ -13,4 +13,4 @@ cli.add_typer(bench_cli, name="bench", help="Run benchmarks") if __name__ == "__main__": - cli() + cli() From 1a831bf14d47a508445b245b117608c88491fb0a Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 19:15:38 +0300 Subject: [PATCH 36/41] add back sleep --- .github/workflows/benchmark.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index dd018760..edb01bbe 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -36,6 +36,7 @@ jobs: - name: Run server run: | docker compose up -d + sleep 10 - name: prestart logs on failure if: failure() From 9c7320260c190ef7a163a7ee080e71ed2cc53481 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 19:18:46 +0300 Subject: [PATCH 37/41] up count and patching costing --- .github/workflows/benchmark.yml | 2 +- backend/app/cli/bench/commands.py | 9 ++++++++- 2 files changed, 9 insertions(+), 2 deletions(-) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index edb01bbe..ef40915d 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -15,7 +15,7 @@ jobs: matrix: service: [assistants, responses] dataset: [kunji, sneha] - count: [3] + count: [10] env: OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }} diff --git a/backend/app/cli/bench/commands.py b/backend/app/cli/bench/commands.py index 918a9f5c..0b504754 100644 --- a/backend/app/cli/bench/commands.py +++ b/backend/app/cli/bench/commands.py @@ -106,8 +106,15 @@ def estimate_cost(model: str, input_tokens: int, output_tokens: int) -> float: "output": 0.60, } + GPT_4o_2024_08_06_COSTING = { + "input": 2.50, + "cached_input": 1.25, + "output": 10.00, + } + usd_per_1m = { - "gpt-4o": {"input": 2.50, "cached_input": 1.25, "output": 10.00}, + "gpt-4o": GPT_4o_2024_08_06_COSTING, + "gpt-4o-2024-08-06": GPT_4o_2024_08_06_COSTING, "gpt-4o-mini": GPT_4o_MINI_2024_07_18_COSTING, "gpt-4o-mini-2024-07-18": GPT_4o_MINI_2024_07_18_COSTING, # Extend with more models as needed: https://platform.openai.com/docs/pricing From d54de56bb0bb899e48ceaf19c25fa07e5a5b8a92 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 19:22:14 +0300 Subject: [PATCH 38/41] add bench results to job summary --- .github/workflows/benchmark.yml | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index ef40915d..02020f72 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -62,7 +62,11 @@ jobs: - name: Run benchmark run: | - docker compose exec backend uv run ai-cli bench ${{ matrix.service }} --dataset ${{ matrix.dataset }} --count ${{ matrix.count }} + docker compose exec backend uv run ai-cli bench ${{ matrix.service }} --dataset ${{ matrix.dataset }} --count ${{ matrix.count }} | tee benchmark_output.txt + echo "## Benchmark Results for ${{ matrix.service }} - ${{ matrix.dataset }} (${{ matrix.count }} queries)" >> $GITHUB_STEP_SUMMARY + echo '```' >> $GITHUB_STEP_SUMMARY + cat benchmark_output.txt >> $GITHUB_STEP_SUMMARY + echo '```' >> $GITHUB_STEP_SUMMARY # Find latest benchmark file inside container first CONTAINER_LATEST=$(docker compose exec backend sh -c "ls -t bench_results_*.csv | head -n1") # Copy the specific file out From f569263978f6f9f7f2720b7cdc97a0547a872a4d Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 19:31:31 +0300 Subject: [PATCH 39/41] add mean duration to step summary header --- .github/workflows/benchmark.yml | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index 02020f72..c338b3c2 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -63,7 +63,9 @@ jobs: - name: Run benchmark run: | docker compose exec backend uv run ai-cli bench ${{ matrix.service }} --dataset ${{ matrix.dataset }} --count ${{ matrix.count }} | tee benchmark_output.txt - echo "## Benchmark Results for ${{ matrix.service }} - ${{ matrix.dataset }} (${{ matrix.count }} queries)" >> $GITHUB_STEP_SUMMARY + # Extract mean duration from benchmark output + MEAN_DURATION=$(grep '^Mean duration:' benchmark_output.txt | awk '{print $3}') + echo "## Benchmark Results for ${{ matrix.service }} - ${{ matrix.dataset }} (${{ matrix.count }} queries, ${MEAN_DURATION} avg)" >> $GITHUB_STEP_SUMMARY echo '```' >> $GITHUB_STEP_SUMMARY cat benchmark_output.txt >> $GITHUB_STEP_SUMMARY echo '```' >> $GITHUB_STEP_SUMMARY From 15b44b6cdae83c32bc3e66aa71c297b81642c888 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 19:37:04 +0300 Subject: [PATCH 40/41] specific order to make sense to compare --- .github/workflows/benchmark.yml | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index c338b3c2..dda64fc1 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -13,9 +13,11 @@ jobs: strategy: matrix: - service: [assistants, responses] - dataset: [kunji, sneha] - count: [10] + include: + - { service: assistants, dataset: kunji, count: 10 } + - { service: responses, dataset: kunji, count: 10 } + - { service: assistants, dataset: sneha, count: 10 } + - { service: responses, dataset: sneha, count: 10 } env: OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }} From 7e982786169e7d6aefdcce7dd7cf4cf203ddf2c9 Mon Sep 17 00:00:00 2001 From: Edmund Korley <13422991+EdmundKorley@users.noreply.github.com> Date: Mon, 2 Jun 2025 19:39:10 +0300 Subject: [PATCH 41/41] up iterations to 100 --- .github/workflows/benchmark.yml | 8 +++----- 1 file changed, 3 insertions(+), 5 deletions(-) diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index dda64fc1..917203f2 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -13,11 +13,9 @@ jobs: strategy: matrix: - include: - - { service: assistants, dataset: kunji, count: 10 } - - { service: responses, dataset: kunji, count: 10 } - - { service: assistants, dataset: sneha, count: 10 } - - { service: responses, dataset: sneha, count: 10 } + dataset: [kunji, sneha] + service: [assistants, responses] + count: [100] env: OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}