commit from tesla

README.md

@@ -10,4 +10,4 @@ pinned: false
 license: mit
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

app.py

@@ -1,7 +1,85 @@
-import gradio as gr
+import pandas as pd
+import torch
+from transformers import AutoModelForCausalLM, AutoTokenizer, TrainingArguments, Trainer
+import csv
+import yaml
+from datasets import Dataset
+import os
+os.environ['PYTORCH_MPS_HIGH_WATERMARK_RATIO'] = '0.0'
 
-def greet(name):
-    return "Hello " + name + "!!"
+def load_data_and_config(data_path):
+    """Loads training data from CSV."""
+    data = []
+    with open(data_path, newline='', encoding='utf-8') as csvfile:
+        reader = csv.DictReader(csvfile, delimiter=';')  # Ensure delimiter matches your CSV file
+        for row in reader:
+            data.append({'text': row['description']})  # Changed from 'text' to 'description'
+    return data
 
-demo = gr.Interface(fn=greet, inputs="text", outputs="text")
-demo.launch()
+def generate_api_query(model, tokenizer, prompt, desired_output, api_name, base_url):
+    """Generates an API query using a fine-tuned model."""
+    input_ids = tokenizer.encode(prompt + f" Write an API query to {api_name} to get {desired_output}", return_tensors="pt")
+    output = model.generate(input_ids, max_length=256, temperature=0.7)
+    query = tokenizer.decode(output[0], skip_special_tokens=True)
+    return f"{base_url}/{query}"
+
+from transformers import TrainingArguments, Trainer
+
+def train_model(model, tokenizer, data):
+    """Trains the model using the Hugging Face Trainer API."""
+    # Encode data and prepare labels
+    inputs = [tokenizer(d['text'], max_length=512, truncation=True, padding='max_length', return_tensors="pt") for d in data]
+    dataset = Dataset.from_dict({
+        'input_ids': [x['input_ids'].squeeze() for x in inputs],  # remove extra dimensions
+        'labels': [x['input_ids'].squeeze() for x in inputs]
+    })
+    
+    training_args = TrainingArguments(
+        output_dir='./results',
+        num_train_epochs=3,
+        per_device_train_batch_size=1,
+        gradient_accumulation_steps=1,
+        warmup_steps=500,
+        weight_decay=0.01,
+        logging_dir='./logs',
+        logging_steps=10,
+    )
+
+    trainer = Trainer(
+        model=model,
+        args=training_args,
+        train_dataset=dataset,
+        tokenizer=tokenizer
+    )
+
+    # The Trainer handles the training loop internally
+    trainer.train()
+
+    # Optionally clear cache if using GPU or MPS
+    if torch.cuda.is_available():
+        torch.cuda.empty_cache()
+    elif torch.has_mps:
+        torch.mps.empty_cache()
+
+    # Perform any remaining steps such as logging, saving, etc.
+    trainer.save_model()
+
+if __name__ == "__main__":
+    # Load data and configurations
+    data = load_data_and_config("train2.csv")
+
+    # Load tokenizer and model
+    tokenizer = AutoTokenizer.from_pretrained("google/codegemma-7b-it")
+    model = AutoModelForCausalLM.from_pretrained("google/codegemma-7b-it")
+
+    # Train the model on your dataset
+    train_model(model, tokenizer, data)
+
+    # Save the fine-tuned model
+    model.save_pretrained("./fine_tuned_model")
+    tokenizer.save_pretrained("./fine_tuned_model")
+
+    # Example usage
+    prompt = "I need to retrieve the latest block on chain using a python script"
+    api_query = generate_api_query(model, tokenizer, prompt, "latest block on chain", config["api_name"], config["base_url"])
+    print(f"Generated code: {api_query}")

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logs/events.out.tfevents.1714304904.172-3-0-7.lightspeed.irvnca.sbcglobal.net.48966.0

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requirements.txt

@@ -0,0 +1,8 @@
+tensorflow>=2.0
+transformers>=4.0
+datasets>=1.0
+accelerate>=0.21.0
+pyyaml
+TFTrainer
+tf-keras
+torch

test.py

@@ -0,0 +1,7 @@
+import tensorflow as tf
+from transformers import TFAutoModelForCausalLM
+
+# Optionally, test loading a model to ensure all components are working
+model = TFAutoModelForCausalLM.from_pretrained("gpt2")  # Just an example, use a model appropriate for TFAutoModelForCausalLM
+print("Model loaded successfully!")
+

train.csv

@@ -0,0 +1,29 @@
+endpoint;tags;summary;text;ordering_filters;parameters;parameters_description;parameter_types;parameter_examples;returning_fields;curl_example
+/tip;Network;Query Chain Tip;Get the tip info about the latest block seen by chain;;;;;;"hash: string; epoch_no: number; abs_slot: number; epoch_slot: number; block_no: number or null; block_time: number;";"curl -X GET ""https://api.koios.rest/api/v1/tip"" -H ""accept: application/json"""
+/genesis;Network;Get Genesis info;Get the Genesis parameters used to start specific era on chain;;;;;;;"curl -X GET ""https://api.koios.rest/api/v1/genesis"" -H ""accept: application/json"""
+/totals;Network;Get historical tokenomic stats;Get the circulating utxo, treasury, rewards, supply, and reserves in lovelace for the specified epoch. Returns data for all epochs if the epoch number is not provided.;;_epoch_no;Epoch number (required to get specific epoch data).;_epoch_no: number;_epoch_no: 480;;"curl -X GET ""https://api.koios.rest/api/v1/totals?_epoch_no=320"" -H ""accept: application/json"""
+/param_updates;Network;Param Update Proposals;Get all parameter update proposals submitted to the chain starting Shelley era;;;;;;;"curl -X GET ""https://api.koios.rest/api/v1/param_updates"" -H ""accept: application/json"""
+/reserve_withdrawals;Network;Reserve Withdrawals;List of all withdrawals from reserves against stake accounts;;epoch_no, limit;"Filter blocks by epoch. Use ""epoch_no=eq.{value}"" to filter by an exact match.If not specified, the API defaults to ""eq.{epoch_no}"" where {epoch_no} is the latest epoch fetched from the /tip endpoint.; ";"epoch_no: string; limit: number";"_epoch_no: 480; limit: 5";;"curl -X GET ""https://api.koios.rest/api/v1/reserve_withdrawals"" -H ""accept: application/json"""
+/treasury_withdrawals;Network;Treasury Withdrawals;List of all withdrawals from treasury against stake accounts;;epoch_no, limit;"Filter blocks by epoch. Use ""epoch_no=eq.{value}"" to filter by an exact match. If not specified, the API defaults to ""eq.{epoch_no}"" where {epoch_no} is the latest epoch fetched from the /tip endpoint.;";"epoch_no: string; limit: number";"_epoch_no: 480; limit: 5";;"curl -X GET ""https://api.koios.rest/api/v1/treasury_withdrawals"" -H ""accept: application/json"""
+/epoch_info;Epoch;Epoch Information;Get the epoch information, all epochs if no epoch specified;;_epoch_no, include_next_epoch;"Epoch number (required to get specific epoch data).; Include details of the next epoch if available.";"_epoch_no: string; include_next_epoch: boolean";"_epoch_no: 480;  include_next_epoch: false";;"curl -X GET ""https://api.koios.rest/api/v1/epoch_info?_epoch_no=320&_include_next_epoch=false"" -H ""accept: application/json"""
+/epoch_params;Epoch;Epoch's Protocol Parameters;Get the protocol parameters for specific epoch, returns information about all epochs if no epoch specified;;_epoch_no;Epoch number (required to get specific epoch data).;_epoch_no: string;_epoch_no: 480;;"curl -X GET ""https://api.koios.rest/api/v1/epoch_params?_epoch_no=320"" -H ""accept: application/json"""
+/epoch_block_protocols;Epoch;Epoch's Block Protocols;Get the information about block protocol distribution in epoch;;_epoch_no;Epoch number (required to get specific epoch data).;_epoch_no: string;_epoch_no: 480;;"curl -X GET ""https://api.koios.rest/api/v1/epoch_block_protocols?_epoch_no=320"" -H ""accept: application/json"""
+/blocks;Block;Block List;Get summarised details about all blocks (paginated - latest first);;epoch_no, limit;"Filter blocks by epoch. Use ""epoch_no=eq.{value}"" to filter by an exact match. When epoch_no is not specified, the API defaults to ""eq.{epoch_no}"" where {epoch_no} is the latest epoch fetched from the /tip endpoint.; ";"epoch_no: string; limit: number";"_epoch_no: 480; limit: 5";;"curl -X GET ""https://api.koios.rest/api/v1/blocks"" -H ""accept: application/json"""
+/block_info;Block;Block Information;Get detailed information about a specific block;;_block_hashes;Hash of the block;_block_hashes: string;"_block_hashes: [""fb9087c9f1408a7bbd7b022fd294ab565fec8dd3a8ef091567482722a1fa4e30"",""60188a8dcb6db0d80628815be2cf626c4d17cb3e826cebfca84adaff93ad492a"",""c6646214a1f377aa461a0163c213fc6b86a559a2d6ebd647d54c4eb00aaab015""]";;"curl -X POST ""https://api.koios.rest/api/v1/block_info"" -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_block_hashes"":[""fb9087c9f1408a7bbd7b022fd294ab565fec8dd3a8ef091567482722a1fa4e30"",""60188a8dcb6db0d80628815be2cf626c4d17cb3e826cebfca84adaff93ad492a"",""c6646214a1f377aa461a0163c213fc6b86a559a2d6ebd647d54c4eb00aaab015""]}'"
+/block_txs;Block;Block Transactions;Get a list of all transactions included in provided blocks;;_block_hashes;Hash of the block;_block_hashes: string;"_block_hashes: [""fb9087c9f1408a7bbd7b022fd294ab565fec8dd3a8ef091567482722a1fa4e30"",""60188a8dcb6db0d80628815be2cf626c4d17cb3e826cebfca84adaff93ad492a"",""c6646214a1f377aa461a0163c213fc6b86a559a2d6ebd647d54c4eb00aaab015""]";;"curl -X POST ""https://api.koios.rest/api/v1/block_txs"" -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_block_hashes"":[""fb9087c9f1408a7bbd7b022fd294ab565fec8dd3a8ef091567482722a1fa4e30"",""60188a8dcb6db0d80628815be2cf626c4d17cb3e826cebfca84adaff93ad492a"",""c6646214a1f377aa461a0163c213fc6b86a559a2d6ebd647d54c4eb00aaab015""]}'"
+/utxo_info;Transactions;UTxO Info;Get UTxO set for requested UTxO references;;_utxo_refs, _extended;"_utxo_refs: Array of Cardano utxo references in the form “hash#index”; _extended: Controls whether or not certain optional fields supported by a given endpoint are populated as a part of the call";_tx_hashes: string;"_tx_hashes”:[""f144a8264acf4bdfe2e1241170969c930d64ab6b0996a4a45237b623f1dd670e"",""0b8ba3bed976fa4913f19adc9f6dd9063138db5b4dd29cecde369456b5155e94""]";;"curl -X POST ""https://api.koios.rest/api/v1/utxo_info""  -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_utxo_refs"":[""f144a8264acf4bdfe2e1241170969c930d64ab6b0996a4a45237b623f1dd670e#0"",""0b8ba3bed976fa4913f19adc9f6dd9063138db5b4dd29cecde369456b5155e94#0""],""_extended"":false}'"
+/tx_info;Transactions;Transaction Information;Get detailed information about transaction(s);;_tx_hashes;Array of Cardano Transaction hashes;_tx_hashes: string;"_tx_hashes”:[""f144a8264acf4bdfe2e1241170969c930d64ab6b0996a4a45237b623f1dd670e"",""0b8ba3bed976fa4913f19adc9f6dd9063138db5b4dd29cecde369456b5155e94""]";;"curl -X POST ""https://api.koios.rest/api/v1/tx_info"" -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_tx_hashes"":[""f144a8264acf4bdfe2e1241170969c930d64ab6b0996a4a45237b623f1dd670e"",""0b8ba3bed976fa4913f19adc9f6dd9063138db5b4dd29cecde369456b5155e94""]}'"
+/tx_metadata;Transactions;Transaction Metadata;Get metadata information (if any) for given transaction(s);;_tx_hashes;Array of Cardano Transaction hashes;_tx_hashes: string;"_tx_hashes”:[""f144a8264acf4bdfe2e1241170969c930d64ab6b0996a4a45237b623f1dd670e"",""0b8ba3bed976fa4913f19adc9f6dd9063138db5b4dd29cecde369456b5155e94""]";;"curl -X POST ""https://api.koios.rest/api/v1/tx_metadata"" -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_tx_hashes"":[""f144a8264acf4bdfe2e1241170969c930d64ab6b0996a4a45237b623f1dd670e"",""0b8ba3bed976fa4913f19adc9f6dd9063138db5b4dd29cecde369456b5155e94""]}'"
+/tx_metalabels;Transactions;Transaction Metadata Labels;Get a list of all transaction metalabels;;;;;;;"curl -X GET ""https://api.koios.rest/api/v1/tx_metalabels"" -H ""accept: application/json"""
+/tx_submit;Transactions;Submit Transaction;Submit an already serialized transaction to the network.;;cbor_data;Assuming ${data} is a raw binary serialized transaction on the file-system.;cbor: binary;;;"curl -X POST --header ""Content-Type: application/cbor"" --data-binary @${data} https://api.koios.rest/api/v1/submittx"
+/tx_status;Transactions;Transaction Status;Get the number of block confirmations for a given transaction hash list;;_tx_hashes;Array of Cardano Transaction hashes;_tx_hashes: string;"_tx_hashes”:[""f144a8264acf4bdfe2e1241170969c930d64ab6b0996a4a45237b623f1dd670e"",""0b8ba3bed976fa4913f19adc9f6dd9063138db5b4dd29cecde369456b5155e94""]";;"curl -X POST ""https://api.koios.rest/api/v1/tx_status"" -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_tx_hashes"":[""f144a8264acf4bdfe2e1241170969c930d64ab6b0996a4a45237b623f1dd670e"",""0b8ba3bed976fa4913f19adc9f6dd9063138db5b4dd29cecde369456b5155e94""]}'"
+/tx_utxos;Transactions;Transaction UTxOs;Get UTxO set (inputs/outputs) of transactions [DEPRECATED - Use /utxo_info instead].;;_tx_hashes;Array of Cardano Transaction hashes;_tx_hashes: string;"_tx_hashes”:[""f144a8264acf4bdfe2e1241170969c930d64ab6b0996a4a45237b623f1dd670e"",""0b8ba3bed976fa4913f19adc9f6dd9063138db5b4dd29cecde369456b5155e94""]";;"curl -X POST ""https://api.koios.rest/api/v1/utxo_info"" -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_utxo_refs"":[""f144a8264acf4bdfe2e1241170969c930d64ab6b0996a4a45237b623f1dd670e#0"",""0b8ba3bed976fa4913f19adc9f6dd9063138db5b4dd29cecde369456b5155e94#0""],""_extended"":false}'"
+/address_info;Address;Address Information;Get address info - balance, associated stake address (if any) and UTxO set for given addresses;;_addresses;A Cardano payment/base address (bech32 encoded);_addresses: string;"_addresses"":[""addr1qy2jt0qpqz2z2z9zx5w4xemekkce7yderz53kjue53lpqv90lkfa9sgrfjuz6uvt4uqtrqhl2kj0a9lnr9ndzutx32gqleeckv"",""addr1q9xvgr4ehvu5k5tmaly7ugpnvekpqvnxj8xy50pa7kyetlnhel389pa4rnq6fmkzwsaynmw0mnldhlmchn2sfd589fgsz9dd0y""]";;"curl -X POST ""https://api.koios.rest/api/v1/address_info"" -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_addresses"":[""addr1qy2jt0qpqz2z2z9zx5w4xemekkce7yderz53kjue53lpqv90lkfa9sgrfjuz6uvt4uqtrqhl2kj0a9lnr9ndzutx32gqleeckv"",""addr1q9xvgr4ehvu5k5tmaly7ugpnvekpqvnxj8xy50pa7kyetlnhel389pa4rnq6fmkzwsaynmw0mnldhlmchn2sfd589fgsz9dd0y""]}'"
+/address_assets;Address;Address Assets;Get the list of all the assets (policy, name and quantity) for given addresses;;_addresses;A Cardano payment/base address (bech32 encoded);_addresses: string;"_addresses"":[""addr1qy2jt0qpqz2z2z9zx5w4xemekkce7yderz53kjue53lpqv90lkfa9sgrfjuz6uvt4uqtrqhl2kj0a9lnr9ndzutx32gqleeckv"",""addr1q9xvgr4ehvu5k5tmaly7ugpnvekpqvnxj8xy50pa7kyetlnhel389pa4rnq6fmkzwsaynmw0mnldhlmchn2sfd589fgsz9dd0y""]";;"curl -X POST ""https://api.koios.rest/api/v1/address_assets"" -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_addresses"":[""addr1qy2jt0qpqz2z2z9zx5w4xemekkce7yderz53kjue53lpqv90lkfa9sgrfjuz6uvt4uqtrqhl2kj0a9lnr9ndzutx32gqleeckv"",""addr1q9xvgr4ehvu5k5tmaly7ugpnvekpqvnxj8xy50pa7kyetlnhel389pa4rnq6fmkzwsaynmw0mnldhlmchn2sfd589fgsz9dd0y""]}'"
+/account_list;Stake Account;Account List;Get a list of all stake addresses that have atleast 1 transaction;;;;;;;"curl -X GET ""https://api.koios.rest/api/v1/account_list"" -H ""accept: application/json"""
+/account_info;Stake Account;Account Information;Get the account information for given stake addresses;;_stake_address;Cardano staking address (reward account) in bech32 format for which the transactions are requested.;_stake_address: string;"_stake_addresses"":[""stake1uyrx65wjqjgeeksd8hptmcgl5jfyrqkfq0xe8xlp367kphsckq250"",""stake1uxpdrerp9wrxunfh6ukyv5267j70fzxgw0fr3z8zeac5vyqhf9jhy""]";;"curl -X POST ""https://api.koios.rest/api/v1/account_info"" -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_stake_addresses"":[""stake1uyrx65wjqjgeeksd8hptmcgl5jfyrqkfq0xe8xlp367kphsckq250"",""stake1uxpdrerp9wrxunfh6ukyv5267j70fzxgw0fr3z8zeac5vyqhf9jhy""]}'"
+/account_txs;Stake Account;Account Txs;Get a list of all Txs for a given stake address (account);;_stake_address, _after_block_height;"Cardano staking address (reward account) in bech32 format for which the transactions are requested.; Block height for specifying time delta";"_stake_address: string; _after_block_height: number";"_stake_address: stake1u8yxtugdv63wxafy9d00nuz6hjyyp4qnggvc9a3vxh8yl0ckml2uz; _after_block_height: 100000";;"curl -X GET ""https://api.koios.rest/api/v1/account_txs?_stake_address=stake1u8yxtugdv63wxafy9d00nuz6hjyyp4qnggvc9a3vxh8yl0ckml2uz&_after_block_height=50000"" -H ""accept: application/json"""
+/account_rewards;Stake Account;Account Rewards;Get the full rewards history (including MIR) for given stake addresses;;_stake_addresses, _epoch_no;"_stake_addresses: Array of Cardano stake address(es) in bech32 format; _epoch_no: Epoch number (required to get specific epoch data).";"_stake_address: string; _epoch_no: number";"_stake_address: stake1u8yxtugdv63wxafy9d00nuz6hjyyp4qnggvc9a3vxh8yl0ckml2uz; _epoch_no: 320";;"curl -X POST ""https://api.koios.rest/api/v1/account_rewards"" -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_stake_addresses"":[""stake1uyrx65wjqjgeeksd8hptmcgl5jfyrqkfq0xe8xlp367kphsckq250"",""stake1uxpdrerp9wrxunfh6ukyv5267j70fzxgw0fr3z8zeac5vyqhf9jhy""],""_epoch_no"":409}'"
+/account_updates;Stake Account;Account Updates;Get the account updates (registration, deregistration, delegation and withdrawals) for given stake addresses;;_stake_address;Cardano staking address (reward account) in bech32 format for which the transactions are requested.;_stake_address: string;_stake_address: stake1u8yxtugdv63wxafy9d00nuz6hjyyp4qnggvc9a3vxh8yl0ckml2uz;;"curl -X POST ""https://api.koios.rest/api/v1/account_updates"" -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_stake_addresses"":[""stake1uyrx65wjqjgeeksd8hptmcgl5jfyrqkfq0xe8xlp367kphsckq250"",""stake1uxpdrerp9wrxunfh6ukyv5267j70fzxgw0fr3z8zeac5vyqhf9jhy""]}'"
+/account_assets;Stake Account;Account Assets;Get the native asset balance for a given stake address;;_stake_address;Cardano staking address (reward account) in bech32 format for which the transactions are requested.;_stake_address: string;_stake_address: stake1u8yxtugdv63wxafy9d00nuz6hjyyp4qnggvc9a3vxh8yl0ckml2uz;;"curl -X POST ""https://api.koios.rest/api/v1/account_assets"" -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_stake_addresses"":[""stake1uyrx65wjqjgeeksd8hptmcgl5jfyrqkfq0xe8xlp367kphsckq250"",""stake1uxpdrerp9wrxunfh6ukyv5267j70fzxgw0fr3z8zeac5vyqhf9jhy""]}'"
+/asset_list;Asset;Asset List;Get the list of all native assets (paginated);;;;;;;"curl -X GET ""https://api.koios.rest/api/v1/asset_list"" -H ""accept: application/json"""

train2.csv

@@ -0,0 +1,29 @@
+endpoint;tags;summary;description;ordering_filters;parameters;parameters_description;parameter_types;parameter_examples;returning_fields;curl_example
+/tip;Network;Query Chain Tip;Get the tip info about the latest block seen by chain;;;;;;"hash: string; epoch_no: number; abs_slot: number; epoch_slot: number; block_no: number or null; block_time: number;";"curl -X GET ""https://api.koios.rest/api/v1/tip"" -H ""accept: application/json"""
+/genesis;Network;Get Genesis info;Get the Genesis parameters used to start specific era on chain;;;;;;;"curl -X GET ""https://api.koios.rest/api/v1/genesis"" -H ""accept: application/json"""
+/totals;Network;Get historical tokenomic stats;Get the circulating utxo, treasury, rewards, supply, and reserves in lovelace for the specified epoch. Returns data for all epochs if the epoch number is not provided.;;_epoch_no;Epoch number (required to get specific epoch data).;_epoch_no: number;_epoch_no: 480;;"curl -X GET ""https://api.koios.rest/api/v1/totals?_epoch_no=320"" -H ""accept: application/json"""
+/param_updates;Network;Param Update Proposals;Get all parameter update proposals submitted to the chain starting Shelley era;;;;;;;"curl -X GET ""https://api.koios.rest/api/v1/param_updates"" -H ""accept: application/json"""
+/reserve_withdrawals;Network;Reserve Withdrawals;List of all withdrawals from reserves against stake accounts;;epoch_no, limit;"Filter blocks by epoch. Use ""epoch_no=eq.{value}"" to filter by an exact match.If not specified, the API defaults to ""eq.{epoch_no}"" where {epoch_no} is the latest epoch fetched from the /tip endpoint.; ";"epoch_no: string; limit: number";"_epoch_no: 480; limit: 5";;"curl -X GET ""https://api.koios.rest/api/v1/reserve_withdrawals"" -H ""accept: application/json"""
+/treasury_withdrawals;Network;Treasury Withdrawals;List of all withdrawals from treasury against stake accounts;;epoch_no, limit;"Filter blocks by epoch. Use ""epoch_no=eq.{value}"" to filter by an exact match. If not specified, the API defaults to ""eq.{epoch_no}"" where {epoch_no} is the latest epoch fetched from the /tip endpoint.;";"epoch_no: string; limit: number";"_epoch_no: 480; limit: 5";;"curl -X GET ""https://api.koios.rest/api/v1/treasury_withdrawals"" -H ""accept: application/json"""
+/epoch_info;Epoch;Epoch Information;Get the epoch information, all epochs if no epoch specified;;_epoch_no, include_next_epoch;"Epoch number (required to get specific epoch data).; Include details of the next epoch if available.";"_epoch_no: string; include_next_epoch: boolean";"_epoch_no: 480;  include_next_epoch: false";;"curl -X GET ""https://api.koios.rest/api/v1/epoch_info?_epoch_no=320&_include_next_epoch=false"" -H ""accept: application/json"""
+/epoch_params;Epoch;Epoch's Protocol Parameters;Get the protocol parameters for specific epoch, returns information about all epochs if no epoch specified;;_epoch_no;Epoch number (required to get specific epoch data).;_epoch_no: string;_epoch_no: 480;;"curl -X GET ""https://api.koios.rest/api/v1/epoch_params?_epoch_no=320"" -H ""accept: application/json"""
+/epoch_block_protocols;Epoch;Epoch's Block Protocols;Get the information about block protocol distribution in epoch;;_epoch_no;Epoch number (required to get specific epoch data).;_epoch_no: string;_epoch_no: 480;;"curl -X GET ""https://api.koios.rest/api/v1/epoch_block_protocols?_epoch_no=320"" -H ""accept: application/json"""
+/blocks;Block;Block List;Get summarised details about all blocks (paginated - latest first);;epoch_no, limit;"Filter blocks by epoch. Use ""epoch_no=eq.{value}"" to filter by an exact match. When epoch_no is not specified, the API defaults to ""eq.{epoch_no}"" where {epoch_no} is the latest epoch fetched from the /tip endpoint.; ";"epoch_no: string; limit: number";"_epoch_no: 480; limit: 5";;"curl -X GET ""https://api.koios.rest/api/v1/blocks"" -H ""accept: application/json"""
+/block_info;Block;Block Information;Get detailed information about a specific block;;_block_hashes;Hash of the block;_block_hashes: string;"_block_hashes: [""fb9087c9f1408a7bbd7b022fd294ab565fec8dd3a8ef091567482722a1fa4e30"",""60188a8dcb6db0d80628815be2cf626c4d17cb3e826cebfca84adaff93ad492a"",""c6646214a1f377aa461a0163c213fc6b86a559a2d6ebd647d54c4eb00aaab015""]";;"curl -X POST ""https://api.koios.rest/api/v1/block_info"" -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_block_hashes"":[""fb9087c9f1408a7bbd7b022fd294ab565fec8dd3a8ef091567482722a1fa4e30"",""60188a8dcb6db0d80628815be2cf626c4d17cb3e826cebfca84adaff93ad492a"",""c6646214a1f377aa461a0163c213fc6b86a559a2d6ebd647d54c4eb00aaab015""]}'"
+/block_txs;Block;Block Transactions;Get a list of all transactions included in provided blocks;;_block_hashes;Hash of the block;_block_hashes: string;"_block_hashes: [""fb9087c9f1408a7bbd7b022fd294ab565fec8dd3a8ef091567482722a1fa4e30"",""60188a8dcb6db0d80628815be2cf626c4d17cb3e826cebfca84adaff93ad492a"",""c6646214a1f377aa461a0163c213fc6b86a559a2d6ebd647d54c4eb00aaab015""]";;"curl -X POST ""https://api.koios.rest/api/v1/block_txs"" -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_block_hashes"":[""fb9087c9f1408a7bbd7b022fd294ab565fec8dd3a8ef091567482722a1fa4e30"",""60188a8dcb6db0d80628815be2cf626c4d17cb3e826cebfca84adaff93ad492a"",""c6646214a1f377aa461a0163c213fc6b86a559a2d6ebd647d54c4eb00aaab015""]}'"
+/utxo_info;Transactions;UTxO Info;Get UTxO set for requested UTxO references;;_utxo_refs, _extended;"_utxo_refs: Array of Cardano utxo references in the form “hash#index”; _extended: Controls whether or not certain optional fields supported by a given endpoint are populated as a part of the call";_tx_hashes: string;"_tx_hashes”:[""f144a8264acf4bdfe2e1241170969c930d64ab6b0996a4a45237b623f1dd670e"",""0b8ba3bed976fa4913f19adc9f6dd9063138db5b4dd29cecde369456b5155e94""]";;"curl -X POST ""https://api.koios.rest/api/v1/utxo_info""  -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_utxo_refs"":[""f144a8264acf4bdfe2e1241170969c930d64ab6b0996a4a45237b623f1dd670e#0"",""0b8ba3bed976fa4913f19adc9f6dd9063138db5b4dd29cecde369456b5155e94#0""],""_extended"":false}'"
+/tx_info;Transactions;Transaction Information;Get detailed information about transaction(s);;_tx_hashes;Array of Cardano Transaction hashes;_tx_hashes: string;"_tx_hashes”:[""f144a8264acf4bdfe2e1241170969c930d64ab6b0996a4a45237b623f1dd670e"",""0b8ba3bed976fa4913f19adc9f6dd9063138db5b4dd29cecde369456b5155e94""]";;"curl -X POST ""https://api.koios.rest/api/v1/tx_info"" -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_tx_hashes"":[""f144a8264acf4bdfe2e1241170969c930d64ab6b0996a4a45237b623f1dd670e"",""0b8ba3bed976fa4913f19adc9f6dd9063138db5b4dd29cecde369456b5155e94""]}'"
+/tx_metadata;Transactions;Transaction Metadata;Get metadata information (if any) for given transaction(s);;_tx_hashes;Array of Cardano Transaction hashes;_tx_hashes: string;"_tx_hashes”:[""f144a8264acf4bdfe2e1241170969c930d64ab6b0996a4a45237b623f1dd670e"",""0b8ba3bed976fa4913f19adc9f6dd9063138db5b4dd29cecde369456b5155e94""]";;"curl -X POST ""https://api.koios.rest/api/v1/tx_metadata"" -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_tx_hashes"":[""f144a8264acf4bdfe2e1241170969c930d64ab6b0996a4a45237b623f1dd670e"",""0b8ba3bed976fa4913f19adc9f6dd9063138db5b4dd29cecde369456b5155e94""]}'"
+/tx_metalabels;Transactions;Transaction Metadata Labels;Get a list of all transaction metalabels;;;;;;;"curl -X GET ""https://api.koios.rest/api/v1/tx_metalabels"" -H ""accept: application/json"""
+/tx_submit;Transactions;Submit Transaction;Submit an already serialized transaction to the network.;;cbor_data;Assuming ${data} is a raw binary serialized transaction on the file-system.;cbor: binary;;;"curl -X POST --header ""Content-Type: application/cbor"" --data-binary @${data} https://api.koios.rest/api/v1/submittx"
+/tx_status;Transactions;Transaction Status;Get the number of block confirmations for a given transaction hash list;;_tx_hashes;Array of Cardano Transaction hashes;_tx_hashes: string;"_tx_hashes”:[""f144a8264acf4bdfe2e1241170969c930d64ab6b0996a4a45237b623f1dd670e"",""0b8ba3bed976fa4913f19adc9f6dd9063138db5b4dd29cecde369456b5155e94""]";;"curl -X POST ""https://api.koios.rest/api/v1/tx_status"" -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_tx_hashes"":[""f144a8264acf4bdfe2e1241170969c930d64ab6b0996a4a45237b623f1dd670e"",""0b8ba3bed976fa4913f19adc9f6dd9063138db5b4dd29cecde369456b5155e94""]}'"
+/tx_utxos;Transactions;Transaction UTxOs;Get UTxO set (inputs/outputs) of transactions [DEPRECATED - Use /utxo_info instead].;;_tx_hashes;Array of Cardano Transaction hashes;_tx_hashes: string;"_tx_hashes”:[""f144a8264acf4bdfe2e1241170969c930d64ab6b0996a4a45237b623f1dd670e"",""0b8ba3bed976fa4913f19adc9f6dd9063138db5b4dd29cecde369456b5155e94""]";;"curl -X POST ""https://api.koios.rest/api/v1/utxo_info"" -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_utxo_refs"":[""f144a8264acf4bdfe2e1241170969c930d64ab6b0996a4a45237b623f1dd670e#0"",""0b8ba3bed976fa4913f19adc9f6dd9063138db5b4dd29cecde369456b5155e94#0""],""_extended"":false}'"
+/address_info;Address;Address Information;Get address info - balance, associated stake address (if any) and UTxO set for given addresses;;_addresses;A Cardano payment/base address (bech32 encoded);_addresses: string;"_addresses"":[""addr1qy2jt0qpqz2z2z9zx5w4xemekkce7yderz53kjue53lpqv90lkfa9sgrfjuz6uvt4uqtrqhl2kj0a9lnr9ndzutx32gqleeckv"",""addr1q9xvgr4ehvu5k5tmaly7ugpnvekpqvnxj8xy50pa7kyetlnhel389pa4rnq6fmkzwsaynmw0mnldhlmchn2sfd589fgsz9dd0y""]";;"curl -X POST ""https://api.koios.rest/api/v1/address_info"" -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_addresses"":[""addr1qy2jt0qpqz2z2z9zx5w4xemekkce7yderz53kjue53lpqv90lkfa9sgrfjuz6uvt4uqtrqhl2kj0a9lnr9ndzutx32gqleeckv"",""addr1q9xvgr4ehvu5k5tmaly7ugpnvekpqvnxj8xy50pa7kyetlnhel389pa4rnq6fmkzwsaynmw0mnldhlmchn2sfd589fgsz9dd0y""]}'"
+/address_assets;Address;Address Assets;Get the list of all the assets (policy, name and quantity) for given addresses;;_addresses;A Cardano payment/base address (bech32 encoded);_addresses: string;"_addresses"":[""addr1qy2jt0qpqz2z2z9zx5w4xemekkce7yderz53kjue53lpqv90lkfa9sgrfjuz6uvt4uqtrqhl2kj0a9lnr9ndzutx32gqleeckv"",""addr1q9xvgr4ehvu5k5tmaly7ugpnvekpqvnxj8xy50pa7kyetlnhel389pa4rnq6fmkzwsaynmw0mnldhlmchn2sfd589fgsz9dd0y""]";;"curl -X POST ""https://api.koios.rest/api/v1/address_assets"" -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_addresses"":[""addr1qy2jt0qpqz2z2z9zx5w4xemekkce7yderz53kjue53lpqv90lkfa9sgrfjuz6uvt4uqtrqhl2kj0a9lnr9ndzutx32gqleeckv"",""addr1q9xvgr4ehvu5k5tmaly7ugpnvekpqvnxj8xy50pa7kyetlnhel389pa4rnq6fmkzwsaynmw0mnldhlmchn2sfd589fgsz9dd0y""]}'"
+/account_list;Stake Account;Account List;Get a list of all stake addresses that have atleast 1 transaction;;;;;;;"curl -X GET ""https://api.koios.rest/api/v1/account_list"" -H ""accept: application/json"""
+/account_info;Stake Account;Account Information;Get the account information for given stake addresses;;_stake_address;Cardano staking address (reward account) in bech32 format for which the transactions are requested.;_stake_address: string;"_stake_addresses"":[""stake1uyrx65wjqjgeeksd8hptmcgl5jfyrqkfq0xe8xlp367kphsckq250"",""stake1uxpdrerp9wrxunfh6ukyv5267j70fzxgw0fr3z8zeac5vyqhf9jhy""]";;"curl -X POST ""https://api.koios.rest/api/v1/account_info"" -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_stake_addresses"":[""stake1uyrx65wjqjgeeksd8hptmcgl5jfyrqkfq0xe8xlp367kphsckq250"",""stake1uxpdrerp9wrxunfh6ukyv5267j70fzxgw0fr3z8zeac5vyqhf9jhy""]}'"
+/account_txs;Stake Account;Account Txs;Get a list of all Txs for a given stake address (account);;_stake_address, _after_block_height;"Cardano staking address (reward account) in bech32 format for which the transactions are requested.; Block height for specifying time delta";"_stake_address: string; _after_block_height: number";"_stake_address: stake1u8yxtugdv63wxafy9d00nuz6hjyyp4qnggvc9a3vxh8yl0ckml2uz; _after_block_height: 100000";;"curl -X GET ""https://api.koios.rest/api/v1/account_txs?_stake_address=stake1u8yxtugdv63wxafy9d00nuz6hjyyp4qnggvc9a3vxh8yl0ckml2uz&_after_block_height=50000"" -H ""accept: application/json"""
+/account_rewards;Stake Account;Account Rewards;Get the full rewards history (including MIR) for given stake addresses;;_stake_addresses, _epoch_no;"_stake_addresses: Array of Cardano stake address(es) in bech32 format; _epoch_no: Epoch number (required to get specific epoch data).";"_stake_address: string; _epoch_no: number";"_stake_address: stake1u8yxtugdv63wxafy9d00nuz6hjyyp4qnggvc9a3vxh8yl0ckml2uz; _epoch_no: 320";;"curl -X POST ""https://api.koios.rest/api/v1/account_rewards"" -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_stake_addresses"":[""stake1uyrx65wjqjgeeksd8hptmcgl5jfyrqkfq0xe8xlp367kphsckq250"",""stake1uxpdrerp9wrxunfh6ukyv5267j70fzxgw0fr3z8zeac5vyqhf9jhy""],""_epoch_no"":409}'"
+/account_updates;Stake Account;Account Updates;Get the account updates (registration, deregistration, delegation and withdrawals) for given stake addresses;;_stake_address;Cardano staking address (reward account) in bech32 format for which the transactions are requested.;_stake_address: string;_stake_address: stake1u8yxtugdv63wxafy9d00nuz6hjyyp4qnggvc9a3vxh8yl0ckml2uz;;"curl -X POST ""https://api.koios.rest/api/v1/account_updates"" -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_stake_addresses"":[""stake1uyrx65wjqjgeeksd8hptmcgl5jfyrqkfq0xe8xlp367kphsckq250"",""stake1uxpdrerp9wrxunfh6ukyv5267j70fzxgw0fr3z8zeac5vyqhf9jhy""]}'"
+/account_assets;Stake Account;Account Assets;Get the native asset balance for a given stake address;;_stake_address;Cardano staking address (reward account) in bech32 format for which the transactions are requested.;_stake_address: string;_stake_address: stake1u8yxtugdv63wxafy9d00nuz6hjyyp4qnggvc9a3vxh8yl0ckml2uz;;"curl -X POST ""https://api.koios.rest/api/v1/account_assets"" -H ""accept: application/json"" -H ""content-type: application/json"" -d '{""_stake_addresses"":[""stake1uyrx65wjqjgeeksd8hptmcgl5jfyrqkfq0xe8xlp367kphsckq250"",""stake1uxpdrerp9wrxunfh6ukyv5267j70fzxgw0fr3z8zeac5vyqhf9jhy""]}'"
+/asset_list;Asset;Asset List;Get the list of all native assets (paginated);;;;;;;"curl -X GET ""https://api.koios.rest/api/v1/asset_list"" -H ""accept: application/json"""