metadata
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:1832
- loss:TripletLoss
base_model: sentence-transformers/multi-qa-MiniLM-L6-cos-v1
widget:
- source_sentence: How can you add stocks to an empty Watchlist?
sentences:
- >-
The advanced real-time charts feature allows users to analyze stock
prices in-depth with various chart types and tick data. To access the
advanced charting tools, tap on the icon located in the right corner of
the chart. The chart will open in portrait mode, and you can customize
the view using the following features:
- **Time Interval:** The default interval is 15 minutes, but users can
select intervals ranging from 1 minute to 1 month.
- **Chart Type:** Choose from candle, colored line, or other types to
personalize the view.
- **Study Tools:** Add studies like Simple Moving Averages (SMA) and
Volume Weighted Average Price (VWAP) for better trading decisions.
- **Buy/Sell Calls:** Users can directly initiate buy or sell calls from
the chart, taking them to the ordering section.
- **Native Phone Features:** Utilize features like pinch to zoom in/out
and swipe left or right for navigation.
- **Cross-Sectional Line:** A dynamic line that helps in understanding
pricing, enabling users to view prices by moving the line over the
chart.
- **Drawing Tools:** Easily accessible tools like measure, fib
retracements, lines, and channels for technical analysis.
- **Marker:** View key information like open, high, low, close, and
volume of a specific candle at a particular time.
- **Horizontal View:** Option to view the chart horizontally for a
better perspective.
- **Full-Screen Mode:** Users can opt for a full-screen view for a more
detailed analysis.
These features provide users with comprehensive tools for advanced chart
analysis and trading decisions.
- >-
### More>Message Hub
**FAQ:**
Where can I find the different message sections in this section?
**Answer:**
To access the various message sections, navigate to More and then click
on Message Hub. This section contains all the different message sections
available for you to view and interact with.
- >-
Watchlists are a handy feature that allows you to save your preferred
stocks for easier and faster trading or investment decisions. You can
access the Watchlist by selecting it from the bottom tab on the app.
When creating a new Watchlist, you can add up to 5 lists, each capable
of holding 50 stocks. To add stocks to an empty Watchlist, use the
"Search & Add" button, which will guide you to search for the desired
stock and add it to your list.
Once you have stocks in your Watchlist, you can utilize the Searchbox in
each individual Watchlist to easily find specific stocks by typing their
initials. Additionally, the Searchbox is equipped with a FILTER feature
that allows you to refine your search by choosing the Exchange or
sorting the stocks alphabetically or by percentage change.
To customize your Watchlist further, you can rearrange the order of
stocks, rename the Watchlist, and delete unwanted stocks. Simply
long-press on a stock to enter editing mode, where you can rename it,
drag it to a new position on the list, or remove it by using the Trash
icon. Remember to save your changes to keep your Watchlist organized.
To switch between Watchlists, you can either press the individual button
for each list or swipe left on the app. This way, you can manage
multiple Watchlists with ease.
- source_sentence: How can a user change their PIN on the stock broking platform?
sentences:
- >-
Once you have completed your onboarding, you will receive a Unique
Client ID (trading code). The time it takes for you to start trading
will depend on whether you are KYC verified or not.
If you are KYC verified:
- If your account status is "Yes," you will need to verify, download,
print, sign, and courier the pre-filled forms sent to your registered
email address.
- Your account will be active within 7 working hours from the time we
receive your documents.
- If your account status is "No," you will follow the same process, and
your account will be active within 7 working days from the time we
receive your documents.
You will receive important emails regarding your account:
1. Pending Documents Email: This email will inform you of any required
documents and the time it will take for you to start trading.
2. Login Credential Email: You will receive your Client ID and a
system-generated password to log in for the first time.
3. Welcome Email: This email will contain essential information like
your Client ID, relevant documents, and back office login details.
If you don't receive these emails, contact us at care@choiceindia.com or
call us at (+91) 88-2424-2424 with the subject "activate your account."
- >-
Preferences
To access your Preferences in Choice and customize how you view and use
key features, follow these steps:
1. Open your account and tap on "More."
2. Select "My Preferences."
Dark Theme:
Enjoy our sleek Dark Theme by selecting the very first option in the
menu labeled "DARK THEME." To switch back to the default Light Theme,
open the menu and select the Light Theme option.
---
**Cleaned Answer:**
In the Preferences section of Choice, you can adjust how you view and
utilize key features. To do this, open your account and tap on "More,"
then select "My Preferences." Switch to the Dark Theme by choosing the
first option labeled "DARK THEME" in the menu. To go back to the default
Light Theme, open the menu and select the Light Theme option.
- >-
Watchlists are a handy feature that allows you to save your preferred
stocks for easier and faster trading or investment decisions. You can
access the Watchlist by selecting it from the bottom tab on the app.
When creating a new Watchlist, you can add up to 5 lists, each capable
of holding 50 stocks. To add stocks to an empty Watchlist, use the
"Search & Add" button, which will guide you to search for the desired
stock and add it to your list.
Once you have stocks in your Watchlist, you can utilize the Searchbox in
each individual Watchlist to easily find specific stocks by typing their
initials. Additionally, the Searchbox is equipped with a FILTER feature
that allows you to refine your search by choosing the Exchange or
sorting the stocks alphabetically or by percentage change.
To customize your Watchlist further, you can rearrange the order of
stocks, rename the Watchlist, and delete unwanted stocks. Simply
long-press on a stock to enter editing mode, where you can rename it,
drag it to a new position on the list, or remove it by using the Trash
icon. Remember to save your changes to keep your Watchlist organized.
To switch between Watchlists, you can either press the individual button
for each list or swipe left on the app. This way, you can manage
multiple Watchlists with ease.
- source_sentence: >-
What information does the Profit & Loss report on the platform display,
and how can I customize it?
sentences:
- >-
### More>Message Hub
**FAQ:**
Where can I find the different message sections in this section?
**Answer:**
To access the various message sections, navigate to More and then click
on Message Hub. This section contains all the different message sections
available for you to view and interact with.
- >-
**Position Section:**
Under the Positions Tab, you can view the current value and overall
gain/loss of your positions, including Futures & Options and cash/equity
orders executed on the same day.
- **LIST:** This section displays your invested value compared to the
current value, which changes with market movements. It also shows your
overall profit/loss. You can easily see this information at a glance.
- **SEARCH:** Here, you can search for specific trades you entered or
exited. You can filter your trades based on options like ALL, INTRADAY,
TODAY, POSITION, ALPHABETICALLY, P&L, P&L%, and Quantity.
- **CONVERT POSITION:** You can switch your positions from Intraday to
Delivery or vice versa by selecting the Convert Position option.
- **SCRIP INFO:** Clicking here will take you to a page dedicated to the
scrip. You can also initiate new trades from this section.
- **DETAILS:** This shows trade details for a particular scrip. By
clicking on the "VIEW TRADES" hyperlink, you can see all trades you've
made for that scrip.
- **BUY/SELL:** This option allows you to place orders to enter or exit
trades.
**Orders Section:**
This section displays Intraday trades and delivery orders, categorized
as PENDING, EXECUTED, TRADES, and OTHERS.
1. **Pending:** Shows orders that were not executed, partially executed,
or rejected. You can edit these orders by tapping on them.
2. **Executed:** Lists all orders that were successfully executed,
providing details such as INTRADAY, Last Traded Price (LTP), Market
Closing Price, lots, and time. You can view trade details and history by
clicking on the "VIEW TRADES" hyperlink.
3. **Trades:** Displays the list of executed trades, especially for
those trades that were completed in multiple steps.
4. **Others:** Lists rejected trades along with reasons and additional
details.
- >-
**Question:**
How can I access detailed Reports of my trades and financial summaries
on the platform?
**Answer:**
To access detailed Reports of your trades and financial summaries on the
platform, you can go to the bottom tab and click on "More" followed by
"Reports". There, you will find the following sections:
**P&L Report:**
The Profit & Loss report displays your net P&L for trades. By default,
it shows all trades taken during the current accounting year along with
expenses. The report includes Total Realized P&L and Total Unrealized
P&L at the bottom strip. You can filter the report using Exchange, From
Date, and To Date options. Additionally, you can search for specific
details and download the report in PDF format or send it to your
registered email.
**Ledger:**
The Ledger report resembles a typical account ledger, with Debit and
Credit columns for the current FY year. Debit entries, representing sums
owed, are displayed in red with negative values, while Credit entries,
representing sums received, are shown in green with positive values. The
report also shows the total closing balance at the bottom strip. Similar
to the P&L report, you can filter, search, download in PDF format, and
send this report via email. Moreover, you can access a detailed report
by tapping on the top right corner for more actions such as sharing,
saving, or emailing for future reference.
**Back Office:**
For more intricate and customized reports, a complete back-end panel
named "Reports" is available. This panel allows you to view detailed
reports and extract customized data as per your requirements. Login
details for this panel are provided post-registration completion.
- source_sentence: >-
How does the time to start trading vary based on whether a client is KYC
verified or not?
sentences:
- >-
Preferences
To access your Preferences in Choice and customize how you view and use
key features, follow these steps:
1. Open your account and tap on "More."
2. Select "My Preferences."
Dark Theme:
Enjoy our sleek Dark Theme by selecting the very first option in the
menu labeled "DARK THEME." To switch back to the default Light Theme,
open the menu and select the Light Theme option.
---
**Cleaned Answer:**
In the Preferences section of Choice, you can adjust how you view and
utilize key features. To do this, open your account and tap on "More,"
then select "My Preferences." Switch to the Dark Theme by choosing the
first option labeled "DARK THEME" in the menu. To go back to the default
Light Theme, open the menu and select the Light Theme option.
- >-
Sign In Process:
**First Time Login:**
1. Enter your Client ID and the system-generated password provided.
2. Create a new password that is alphanumeric (6-12 characters) with
special characters.
3. Confirm the new password.
4. Set a new PIN (4-6 digits).
5. Proceed to your account by clicking on the Next Button.
**Existing User Login:**
1. Enter your Client ID, Password, and PIN that you have set.
2.
**Activating Fingerprint/Face ID:**
1. After entering Client ID and Password, enter the PIN.
2. Choose to enable Fingerprint/Face ID authentication (available for
certain devices).
3. Next time, use Fingerprint/Face ID instead of the PIN to log in.
**Forgot Password:**
1. Click on 'Forgot Password' on the Login Page and provide Client ID or
PAN.
2. Receive a system-generated password on your registered Email or
Mobile Number.
3. Create a new password with special characters as instructed and
confirm it.
**Forgot PIN:**
1. On the Login Page, click 'Forgot PIN' and receive a system-generated
PIN.
2. Create a new PIN and confirm it.
**Changing Password:**
1. Go to Menu > My Profile > Change Password.
2. Enter Current Password, new password, and confirm.
3. Click on Change Password.
**Changing PIN:**
1. Go to Menu > My Profile > Change PIN.
2. Enter Current PIN, new PIN, and confirm.
3. Click on Change PIN.
**Account Locked Due to Incorrect Password:**
1. If your account is locked, tap 'Forgot Password' and follow the
instructions to unlock it.
- >-
Once you have completed your onboarding, you will receive a Unique
Client ID (trading code). The time it takes for you to start trading
will depend on whether you are KYC verified or not.
If you are KYC verified:
- If your account status is "Yes," you will need to verify, download,
print, sign, and courier the pre-filled forms sent to your registered
email address.
- Your account will be active within 7 working hours from the time we
receive your documents.
- If your account status is "No," you will follow the same process, and
your account will be active within 7 working days from the time we
receive your documents.
You will receive important emails regarding your account:
1. Pending Documents Email: This email will inform you of any required
documents and the time it will take for you to start trading.
2. Login Credential Email: You will receive your Client ID and a
system-generated password to log in for the first time.
3. Welcome Email: This email will contain essential information like
your Client ID, relevant documents, and back office login details.
If you don't receive these emails, contact us at care@choiceindia.com or
call us at (+91) 88-2424-2424 with the subject "activate your account."
- source_sentence: How can I access and customize my Preferences in Choice?
sentences:
- >-
Preferences
To access your Preferences in Choice and customize how you view and use
key features, follow these steps:
1. Open your account and tap on "More."
2. Select "My Preferences."
Dark Theme:
Enjoy our sleek Dark Theme by selecting the very first option in the
menu labeled "DARK THEME." To switch back to the default Light Theme,
open the menu and select the Light Theme option.
---
**Cleaned Answer:**
In the Preferences section of Choice, you can adjust how you view and
utilize key features. To do this, open your account and tap on "More,"
then select "My Preferences." Switch to the Dark Theme by choosing the
first option labeled "DARK THEME" in the menu. To go back to the default
Light Theme, open the menu and select the Light Theme option.
- >-
To find a specific company or ETF on the Choice platform, you can follow
these steps:
1. Using Search:
- Type the first three letters of the company's name (e.g., ICICI) to
see a list of affiliated companies/ETFs on NSE/BSE.
- Choose your segment (Equity, Derivatives, Commodities, or Currency).
- Select the specific company from the results drop-down to view its
overview.
- Add the company to your WatchList or set a price alert.
2. Scrip Page - Cash and F&O:
- View detailed information about a company.
- Search by typing the first 3 letters of the company name and selecting
it for the overview.
3. Overview Section:
- Provides essential details like OPEN, HIGH, LOW, CLOSE.
- Click (i) for more details like PRICE TICK, MARKET LOT, CIRCUIT RANGE,
etc.
- Market Depth shows BID and ASK numbers with quantities.
4. Technical Section:
- View Technical data and use the CHART tool for analysis.
5. Pivot Points:
- Shows RESISTANCE and SUPPORT levels.
- Displays numbers for DAILY assessment by default, switch timeframes if
needed.
6. Futures Section:
- Displays future prices for near term, mid term, and far term.
7. Recent News:
- Displays news related to the company from various sources.
8. Scrip Page - Derivatives (F&O):
- Search for company and view open Call/Put contracts.
- Select a contract and view the Option Chain.
- Buy/Sell contracts and execute orders.
These steps will help you navigate and use the features available on the
Choice platform effectively.
- >-
To find a specific company or ETF on the Choice platform, you can follow
these steps:
1. Using Search:
- Type the first three letters of the company's name (e.g., ICICI) to
see a list of affiliated companies/ETFs on NSE/BSE.
- Choose your segment (Equity, Derivatives, Commodities, or Currency).
- Select the specific company from the results drop-down to view its
overview.
- Add the company to your WatchList or set a price alert.
2. Scrip Page - Cash and F&O:
- View detailed information about a company.
- Search by typing the first 3 letters of the company name and selecting
it for the overview.
3. Overview Section:
- Provides essential details like OPEN, HIGH, LOW, CLOSE.
- Click (i) for more details like PRICE TICK, MARKET LOT, CIRCUIT RANGE,
etc.
- Market Depth shows BID and ASK numbers with quantities.
4. Technical Section:
- View Technical data and use the CHART tool for analysis.
5. Pivot Points:
- Shows RESISTANCE and SUPPORT levels.
- Displays numbers for DAILY assessment by default, switch timeframes if
needed.
6. Futures Section:
- Displays future prices for near term, mid term, and far term.
7. Recent News:
- Displays news related to the company from various sources.
8. Scrip Page - Derivatives (F&O):
- Search for company and view open Call/Put contracts.
- Select a contract and view the Option Chain.
- Buy/Sell contracts and execute orders.
These steps will help you navigate and use the features available on the
Choice platform effectively.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
SentenceTransformer based on sentence-transformers/multi-qa-MiniLM-L6-cos-v1
This is a sentence-transformers model finetuned from sentence-transformers/multi-qa-MiniLM-L6-cos-v1. It maps sentences & paragraphs to a 384-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
Model Details
Model Description
- Model Type: Sentence Transformer
- Base model: sentence-transformers/multi-qa-MiniLM-L6-cos-v1
- Maximum Sequence Length: 512 tokens
- Output Dimensionality: 384 tokens
- Similarity Function: Cosine Similarity
Model Sources
- Documentation: Sentence Transformers Documentation
- Repository: Sentence Transformers on GitHub
- Hugging Face: Sentence Transformers on Hugging Face
Full Model Architecture
SentenceTransformer(
(0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: BertModel
(1): Pooling({'word_embedding_dimension': 384, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
(2): Normalize()
)
Usage
Direct Usage (Sentence Transformers)
First install the Sentence Transformers library:
pip install -U sentence-transformers
Then you can load this model and run inference.
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("Atharva26/sentence-transformer-finetuned-faq")
# Run inference
sentences = [
'How can I access and customize my Preferences in Choice?',
'Preferences\n\nTo access your Preferences in Choice and customize how you view and use key features, follow these steps:\n1. Open your account and tap on "More."\n2. Select "My Preferences."\n\nDark Theme:\nEnjoy our sleek Dark Theme by selecting the very first option in the menu labeled "DARK THEME." To switch back to the default Light Theme, open the menu and select the Light Theme option.\n\n---\n**Cleaned Answer:**\nIn the Preferences section of Choice, you can adjust how you view and utilize key features. To do this, open your account and tap on "More," then select "My Preferences." Switch to the Dark Theme by choosing the first option labeled "DARK THEME" in the menu. To go back to the default Light Theme, open the menu and select the Light Theme option.',
"To find a specific company or ETF on the Choice platform, you can follow these steps:\n\n1. Using Search:\n- Type the first three letters of the company's name (e.g., ICICI) to see a list of affiliated companies/ETFs on NSE/BSE. \n- Choose your segment (Equity, Derivatives, Commodities, or Currency).\n- Select the specific company from the results drop-down to view its overview.\n- Add the company to your WatchList or set a price alert.\n\n2. Scrip Page - Cash and F&O:\n- View detailed information about a company.\n- Search by typing the first 3 letters of the company name and selecting it for the overview.\n\n3. Overview Section:\n- Provides essential details like OPEN, HIGH, LOW, CLOSE.\n- Click (i) for more details like PRICE TICK, MARKET LOT, CIRCUIT RANGE, etc.\n- Market Depth shows BID and ASK numbers with quantities.\n\n4. Technical Section:\n- View Technical data and use the CHART tool for analysis.\n\n5. Pivot Points:\n- Shows RESISTANCE and SUPPORT levels.\n- Displays numbers for DAILY assessment by default, switch timeframes if needed.\n\n6. Futures Section:\n- Displays future prices for near term, mid term, and far term.\n\n7. Recent News:\n- Displays news related to the company from various sources.\n\n8. Scrip Page - Derivatives (F&O):\n- Search for company and view open Call/Put contracts.\n- Select a contract and view the Option Chain.\n- Buy/Sell contracts and execute orders.\n\nThese steps will help you navigate and use the features available on the Choice platform effectively.",
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 384]
# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]
Training Details
Training Hyperparameters
Non-Default Hyperparameters
eval_strategy: stepsper_device_train_batch_size: 32per_device_eval_batch_size: 32learning_rate: 2e-05num_train_epochs: 2lr_scheduler_type: cosinewarmup_ratio: 0.3
All Hyperparameters
Click to expand
overwrite_output_dir: Falsedo_predict: Falseeval_strategy: stepsprediction_loss_only: Trueper_device_train_batch_size: 32per_device_eval_batch_size: 32per_gpu_train_batch_size: Noneper_gpu_eval_batch_size: Nonegradient_accumulation_steps: 1eval_accumulation_steps: Nonetorch_empty_cache_steps: Nonelearning_rate: 2e-05weight_decay: 0.0adam_beta1: 0.9adam_beta2: 0.999adam_epsilon: 1e-08max_grad_norm: 1.0num_train_epochs: 2max_steps: -1lr_scheduler_type: cosinelr_scheduler_kwargs: {}warmup_ratio: 0.3warmup_steps: 0log_level: passivelog_level_replica: warninglog_on_each_node: Truelogging_nan_inf_filter: Truesave_safetensors: Truesave_on_each_node: Falsesave_only_model: Falserestore_callback_states_from_checkpoint: Falseno_cuda: Falseuse_cpu: Falseuse_mps_device: Falseseed: 42data_seed: Nonejit_mode_eval: Falseuse_ipex: Falsebf16: Falsefp16: Falsefp16_opt_level: O1half_precision_backend: autobf16_full_eval: Falsefp16_full_eval: Falsetf32: Nonelocal_rank: 0ddp_backend: Nonetpu_num_cores: Nonetpu_metrics_debug: Falsedebug: []dataloader_drop_last: Falsedataloader_num_workers: 0dataloader_prefetch_factor: Nonepast_index: -1disable_tqdm: Falseremove_unused_columns: Truelabel_names: Noneload_best_model_at_end: Falseignore_data_skip: Falsefsdp: []fsdp_min_num_params: 0fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}fsdp_transformer_layer_cls_to_wrap: Noneaccelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}deepspeed: Nonelabel_smoothing_factor: 0.0optim: adamw_torchoptim_args: Noneadafactor: Falsegroup_by_length: Falselength_column_name: lengthddp_find_unused_parameters: Noneddp_bucket_cap_mb: Noneddp_broadcast_buffers: Falsedataloader_pin_memory: Truedataloader_persistent_workers: Falseskip_memory_metrics: Trueuse_legacy_prediction_loop: Falsepush_to_hub: Falseresume_from_checkpoint: Nonehub_model_id: Nonehub_strategy: every_savehub_private_repo: Falsehub_always_push: Falsegradient_checkpointing: Falsegradient_checkpointing_kwargs: Noneinclude_inputs_for_metrics: Falseeval_do_concat_batches: Truefp16_backend: autopush_to_hub_model_id: Nonepush_to_hub_organization: Nonemp_parameters:auto_find_batch_size: Falsefull_determinism: Falsetorchdynamo: Noneray_scope: lastddp_timeout: 1800torch_compile: Falsetorch_compile_backend: Nonetorch_compile_mode: Nonedispatch_batches: Nonesplit_batches: Noneinclude_tokens_per_second: Falseinclude_num_input_tokens_seen: Falseneftune_noise_alpha: Noneoptim_target_modules: Nonebatch_eval_metrics: Falseeval_on_start: Falseuse_liger_kernel: Falseeval_use_gather_object: Falsebatch_sampler: batch_samplermulti_dataset_batch_sampler: proportional
Training Logs
| Epoch | Step | Training Loss | loss |
|---|---|---|---|
| 0.0345 | 2 | 4.7333 | - |
| 0.0690 | 4 | 4.706 | - |
| 0.1034 | 6 | 4.7013 | - |
| 0.1379 | 8 | 4.721 | - |
| 0.1724 | 10 | 4.6913 | - |
| 0.2069 | 12 | 4.6712 | - |
| 0.2414 | 14 | 4.6583 | - |
| 0.2586 | 15 | - | 4.6563 |
| 0.2759 | 16 | 4.6551 | - |
| 0.3103 | 18 | 4.6552 | - |
| 0.3448 | 20 | 4.6531 | - |
| 0.3793 | 22 | 4.5423 | - |
| 0.4138 | 24 | 4.5717 | - |
| 0.4483 | 26 | 4.5314 | - |
| 0.4828 | 28 | 4.5324 | - |
| 0.5172 | 30 | 4.453 | 4.5032 |
| 0.5517 | 32 | 4.5038 | - |
| 0.5862 | 34 | 4.4599 | - |
| 0.6207 | 36 | 4.3689 | - |
| 0.6552 | 38 | 4.4138 | - |
| 0.6897 | 40 | 4.3598 | - |
| 0.7241 | 42 | 4.3962 | - |
| 0.7586 | 44 | 4.2948 | - |
| 0.7759 | 45 | - | 4.3505 |
| 0.7931 | 46 | 4.3345 | - |
| 0.8276 | 48 | 4.4072 | - |
| 0.8621 | 50 | 4.2972 | - |
| 0.8966 | 52 | 4.3006 | - |
| 0.9310 | 54 | 4.3104 | - |
| 0.9655 | 56 | 4.2059 | - |
| 1.0 | 58 | 4.2059 | - |
| 1.0345 | 60 | 4.2079 | 4.2349 |
| 1.0690 | 62 | 4.23 | - |
| 1.1034 | 64 | 4.2325 | - |
| 1.1379 | 66 | 4.1432 | - |
| 1.1724 | 68 | 4.235 | - |
| 1.2069 | 70 | 4.1383 | - |
| 1.2414 | 72 | 4.1703 | - |
| 1.2759 | 74 | 4.1145 | - |
| 1.2931 | 75 | - | 4.1638 |
| 1.3103 | 76 | 4.0703 | - |
| 1.3448 | 78 | 4.1306 | - |
| 1.3793 | 80 | 4.0792 | - |
| 1.4138 | 82 | 4.102 | - |
| 1.4483 | 84 | 4.1091 | - |
| 1.4828 | 86 | 4.1437 | - |
| 1.5172 | 88 | 4.1011 | - |
| 1.5517 | 90 | 4.0618 | 4.1283 |
| 1.5862 | 92 | 4.0696 | - |
| 1.6207 | 94 | 4.1508 | - |
| 1.6552 | 96 | 4.0182 | - |
| 1.6897 | 98 | 4.1442 | - |
| 1.7241 | 100 | 4.2017 | - |
| 1.7586 | 102 | 4.097 | - |
| 1.7931 | 104 | 4.2886 | - |
| 1.8103 | 105 | - | 4.1213 |
| 1.8276 | 106 | 4.0573 | - |
| 1.8621 | 108 | 4.1101 | - |
| 1.8966 | 110 | 4.1942 | - |
| 1.9310 | 112 | 4.122 | - |
| 1.9655 | 114 | 4.1533 | - |
| 2.0 | 116 | 4.0961 | - |
Framework Versions
- Python: 3.10.12
- Sentence Transformers: 3.1.1
- Transformers: 4.45.2
- PyTorch: 2.5.1+cu121
- Accelerate: 1.1.1
- Datasets: 3.1.0
- Tokenizers: 0.20.3
Citation
BibTeX
Sentence Transformers
@inproceedings{reimers-2019-sentence-bert,
title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
author = "Reimers, Nils and Gurevych, Iryna",
booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
month = "11",
year = "2019",
publisher = "Association for Computational Linguistics",
url = "https://arxiv.org/abs/1908.10084",
}
TripletLoss
@misc{hermans2017defense,
title={In Defense of the Triplet Loss for Person Re-Identification},
author={Alexander Hermans and Lucas Beyer and Bastian Leibe},
year={2017},
eprint={1703.07737},
archivePrefix={arXiv},
primaryClass={cs.CV}
}