Model: ayushexel/xynft-embeddinggemma-300m-4e
Author: ayushexel
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, gemma3_text, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:741, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:1705.00652, base_model:google/embeddinggemma-300m, base_model:finetune:google/embeddinggemma-300m, model-index, endpoints_compatible, region:us
Base models (finetune): id: google/embeddinggemma-300m
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:741, loss:MultipleNegativesRankingLoss
base_model: google/embeddinggemma-300m
widget: source_sentence: What were the details of the payment gateway latency spike incident, including its impact, the immediate mitigation steps taken, and the plan for root cause analysis?
sentences: Anjali Patel is addressing the HDFC reconciliation timeout error through a three-pronged approach: 1) Technical Investigation: She has started a BigQuery query to analyze if the error is linked to specific card BIN ranges or merchant categories. 2) Partner Communication: She will proactively contact HDFC's nodal officer. 3) Internal Tracking & Compliance: She is creating a JIRA ticket under the R&C project to track the issue and specifically document its potential compliance impact for the next RBI audit cycle., A significant increase in transaction timeouts was identified for the ICICI payment gateway, with the rate jumping from a baseline of 0.5% to nearly 4% during the 7-9 PM peak period. Initial analysis of Grafana dashboards confirmed the spike, while Kibana logs revealed only generic gateway timeouts, not specific bank error codes. As a next step, the Infrastructure team has been asked to investigate for network latency or packet loss on Juspay's side. The issue is being tracked under JIRA ticket OPS-2451 and is scheduled for discussion in the morning standup., At 14:15, the payment gateway experienced a severe latency spike where p99 latency increased from ~180ms to over 2.5s. This directly caused a 20% increase in transaction timeout errors. The root cause appears to be Redis connection pool exhaustion errors. As an immediate response, a full rollback to the previous stable version (v1.18.1) was initiated at 14:25 IST, with service restoration expected by 14:40 IST. For long-term resolution, a root cause analysis is being tracked under JIRA ticket PROD-4891, with an initial hypothesis that a change in the Redis client configuration is to blame. Further updates will be posted in the #incidents-xyne-core Slack channel, and a preliminary RCA document is expected by the end of the day., source_sentence: What is the urgent issue Siddharth Nair has flagged regarding HDFC Netbanking, and what are the immediate actions requested from the teams?
sentences: Siddharth Nair has flagged an urgent issue regarding a latency spike for HDFC Netbanking transactions, which was identified by the Finance monitoring team. This problem is causing a significant negative impact on transaction volumes and potential revenue. As a result, the Engineering and Operations teams have been tasked with investigating this on a priority basis. The immediate actions required are to check the health of the bank integration with HDFC and review any recent changes that might have caused the issue. An update on the initial findings is requested as soon as possible., Meera Reddy has outlined a three-part immediate action plan to address the 20% drop in HDFC Netbanking transactions. First, Rahul's team is assigned to conduct a root cause analysis and create a Jira ticket for tracking. Second, Siddharth is tasked with identifying the top 10 merchants most impacted by this issue. Third, Meera herself will draft an internal status update for stakeholders. The entire team will then convene for a call in 15 minutes to decide on the critical next step of potentially disabling the HDFC Netbanking channel., The immediate action plan is to investigate a latency spike associated with the ICICI payment gateway. Arjun Mehta is tasked with validating the finding by analyzing the payment-gateway service logs. A conclusive report, summarized in a Confluence document by Vivek Agarwal, must be delivered to the bank partnerships team by 5 PM IST today. The objective is to provide this team with the necessary evidence to escalate the performance issue to ICICI. All team communication and updates regarding this incident are to be shared on the #incidents-upi channel., source_sentence: What is the suspected cause of the PayU refund failures, and what immediate action has been assigned to address the issue?
sentences: The suspected root cause is a change in the v1.4.2 deployment, specifically related to how the authentication hash is generated for PayU's refund API. The proposed action plan is to review the commit history for this deployment to confirm the suspicion. If confirmed, a high-priority hotfix will be implemented to resolve the issue, which is being tracked under ticket BREEZE-4521., The engineering leads are required to review a document by EOD tomorrow to help finalize the scope of a new service. The primary goal is to get the project defined and into Jira for sprint planning by next Monday. Key technical considerations flagged in the email include: 1) Ensuring the service can handle high transaction volumes from top-tier clients like Razorpay without performance degradation. 2) Locking in the technical approach for the exception handling flow, which is considered the most complex part. 3) Collaborating with the data engineering team on the data ingestion pipeline from S3., The suspected cause of the ongoing PayU payment gateway refund failures is a recent deployment of the 'refund-processor', given the strong correlation observed. To address this, Karan Malhotra has proposed an immediate, controlled rollback of this component for the affected merchant cohorts. Anjali and her team have been tasked with assessing the feasibility and potential side effects of this rollback, with a deadline of the end of the day (EOD), to urgently mitigate the risk of breaching the refund Turnaround Time (TAT)., source_sentence: What is Siddharth's proposed two-part solution to address the merchant's reconciliation issues following the Juspay latency spike, and what does he require to move forward?
sentences: A severe latency spike was observed on the Juspay merchant-portal, with the P95 latency jumping from approximately 400ms to over 3 seconds, which is causing a terrible user experience. To address this, the SRE team has been asked to conduct an immediate investigation, and a Jira ticket (XYNE-4321) has been created for tracking purposes., The root cause was CPU throttling on the service's Kubernetes pods. A recent deployment (v2.7.1) introduced a complex data validation logic that increased CPU demand, but the corresponding Kubernetes resource limits were not updated. This caused pods to be throttled at 90% CPU usage, leading to 'task timed out' errors. The immediate fix was rolling back to the stable version v2.7.0. To prevent recurrence, the following actions were assigned: 1. The xyne-core development team (@dev-leads-xyne) must optimize the new logic and provide a hotfix by EOD Friday. 2. The SRE team has an unspecified action item due by the end of the next sprint. 3. Kubernetes resource requests and limits will be updated to provide a 50% buffer over the new baseline., Siddharth Nair proposes a two-part solution to manage the fallout from a latency spike. First, he suggests preparing a formal reconciliation statement with specific transaction IDs to provide transparency to the affected merchant. Second, this statement will serve as a basis for discussing provisional credit options to alleviate the merchant's immediate cash flow problems. To proceed with this plan, Siddharth is asking Riya Kapoor to confirm if the operations team can support the creation of the statement., source_sentence: What is the critical issue with the ICICI payment gateway, and what are the potential consequences and mitigation strategies being discussed?
sentences: The initial analysis indicates that the latency spike is not a failure at the SDK or app-level. The issue is believed to originate from a downstream system, pointing specifically to a problem either in Juspay's backend communication with ICICI's systems or within the ICICI gateway itself. The critical implication of this finding is that it allows the event to be classified as a 'specific partner gateway degradation' rather than a failure of Juspay's core payment system, which is a key distinction for any required regulatory reporting to the RBI., The critical issue is the sustained `BANK_TIMEOUT` errors occurring with the ICICI payment gateway, which are identified as the primary driver of a business loss. If the engineering team cannot provide an ETA for a fix, the proposed mitigation strategy is to temporarily deprioritize this payment method on the checkout page to protect the user experience and the overall payment success rate., To mitigate the impact on merchants from the ongoing UPI ICICI gateway latency spike and high 'Transaction Not Permitted' errors, two immediate actions are proposed. First, Rahul Verma is asked to explore temporarily de-prioritizing the ICICI gateway in the routing logic for high-volume merchants until a confirmation on the issue is received from the bank. Second, the team needs to investigate the severity of the issue by checking Grafana to confirm if the p99 latency for the gateway has breached the Service Level Agreement (SLA).
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: cosine_accuracy
model-index: name: SentenceTransformer based on google/embeddinggemma-300m
results: task: type: triplet
name: Triplet
dataset: name: baseline pre training
type: baseline_pre_training
metrics: type: cosine_accuracy
value: 0.5080000162124634
name: Cosine Accuracy
verified: no, task: type: triplet
name: Triplet
dataset: name: ft dev
type: ft-dev
metrics: type: cosine_accuracy
value: 0.6679999828338623
name: Cosine Accuracy
verified: no
Likes: 0 | All-time downloads: 26
Created: 2025-09-08 12:41:13